Solutions Review’s listing of the best data observability tools is an annual mashup of products that best represent current market conditions, according to the crowd. Our editors selected the best data observability tools based on each solution’s Authority Score; a meta-analysis of real user sentiment through the web’s most trusted business software review sites and our own proprietary five-point inclusion criteria.

The editors at Solutions Review have developed this resource to assist buyers in search of the best data observability tools to fit the needs of their organization. Choosing the right vendor and solution can be a complicated process — one that requires in-depth research and often comes down to more than just the solution and its technical capabilities. To make your search a little easier, we’ve profiled the best data observability tools providers all in one place. We’ve also included platform and product line names and introductory software tutorials straight from the source so you can see each solution in action.

Note: The best data observability tools are listed in alphabetical order.

The Best Data Observability Tools

Acceldata

Platform: Acceldata

Description: Acceldata offers what it calls a “multidimensional” data observability platform for complex environments. The tool predicts and helps fix operational issues before they impact business outcomes, and correlates events across data, compute, and pipeline layers. Acceldata offers three product lines, including: Acceldata Pulse (Compute Performance Monitoring), Torch (Data Reliability), and Flow (Data Pipeline Observability). This solution is best suited for data engineers, data scientists, and data architects.

Databand (IBM)

Platform: Proactive Data Observability Platform

Description: Databand (acquired by IBM) enables users to detect and resolve data issues via a proactive platform that catches bad data before impact. Customers can pinpoint unknown data incidents, reduce the mean time to detection, and improve mean time to resolution with incident alerts and routing. Databand works in four steps, including metadata collection, profile behavior, data incident alert and detection, and automated resolution. The solution also includes an open-source library with a variety of data tools.

Datafold

Platform: Proactive Data Observability Platform

Description: Datafold is a data reliability platform that helps data teams deliver reliable data products. It has the unique ability to identify, prioritize, and investigate data quality issues proactively before they affect production. The company was founded in 2020 by veteran data engineers. Datafold can find where mismatches reside across databases at scale and can verify 25 million rows in less than 10 seconds. The solution can be used by a variety of data workers, which is a big strength.

Monte Carlo

Platform: Data Observability Platform

Description: Monte Carlo’s data observability platform utilizes best practices and principles of automatic application observability and applies them to data pipelines. This provides data engineers and analysts with visibility across all data pipelines and data products. Monte Carlo also offers machine learning that gives users a holistic view of an organization’s data health and reliability for important business use cases.

Soda

Platform: Soda Cloud

Description: Soda offers open-source tools and a data observability platform to help teams build data products. The solution automatically monitors and manages data health through anomaly detection and dashboards. Soda lets you use a common language to check and manage data quality across all data sources, including ingestion and consumption. Users can also track data quality agreements made between domain teams to ensure that data is fit-to-purpose.

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The editors at Solutions Review compiled this list of the best data engineering and big data Udacity Nanodegree certifications to consider taking this year.

Data engineering is the process of designing and building pipelines that transport and transform data into a usable state for data workers to utilize. Data pipelines commonly take data from many disparate sources and collect them into data warehouses that represent the data as a single source. To do so, data engineers must manipulate and analyze data from each system as a pre-processing step.

With this in mind, the editors at Solutions Review have compiled this list of the best data engineering and big data Udacity Nanodegree certifications, Udacity is perfect for those looking to take multiple courses or acquire skills in multiple different areas, or for those who want the most in-depth experience possible through access to entire course libraries or learning paths. In sum, Udacity is home to more than 160,000 students in more than 190 countries.

Note: The best Udacity Nanodegrees for Data Engineering are listed in alphabetical order.

The Best Udacity Nanodegrees for Data Engineering and Big Data

TITLE: Become a Data Architect Nanodegree

OUR TAKE: Learn how to plan, design and implement enterprise data structure solutions and create blueprints. This nanodegree program takes 4 months to finish.

Description: In this program, you’ll plan, design and implement enterprise data infrastructure solutions and create the blueprints for an organization’s data management system. You’ll create a relational database with PostGreSQL, design an Online Analytical Processing (OLAP) data model to build a cloud-based data warehouse, and design scalable data lake architecture that meets the needs of big data. Finally, you’ll learn how to apply the principles of data governance to an organization’s data management system.

TITLE: Become a Data Engineer Nanodegree

OUR TAKE: This module will show you how to build a production-ready data infrastructure. This training will take you 5 months to complete, and intermediate Python and SQL skills are recommended.

Description: Learn to design data models, build data warehouses and data lakes, automate data pipelines, and work with massive datasets. At the end of the program, you’ll combine your new skills by completing a capstone project. Students will learn to create relational and NoSQL data models to fit the diverse needs of data consumers, as well as sharpen your data warehousing skills and deepen your understanding of data infrastructure.

TITLE: Become a Data Product Manager

OUR TAKE: This Nanodegree program will teach techniques for evaluating the data from live products, including how to design and execute various A/B and multivariate tests to shape the next iteration of a product.

Description: Learn how to apply data science techniques, data engineering processes, and market experimentation tests to deliver customized product experiences. Begin by leveraging the power of SQL and Tableau to inform product strategy. Then, develop data pipelines and warehousing strategies that prepare data collected from a product for robust analysis.

TITLE: Data Engineering with Microsoft Azure

OUR TAKE: Master the job-ready skills you need to succeed as a Microsoft Azure data engineer like designing data models and utilizing other in-demand components of the cloud computing service.

Description: Learners will acquire the skills needed to design data models, create data pipelines, and navigate large datasets on the Azure platform. Additionally, they will learn to build data warehouses, data lakes, and lakehouse architecture.

TITLE: Data Streaming Nanodegree

OUR TAKE: This program will help you learn the skills to advance your career in data engineering. Students will also build real-time applications for processing big data and compile data run analytics.

Description: Learn how to process data in real-time by building fluency in modern data engineering tools, such as Apache Spark, Kafka, Spark Streaming, and Kafka Streaming. You’ll start by understanding the components of data streaming systems. You’ll then build a real-time analytics application.

TITLE: Learn SQL Nanodegree

OUR TAKE: This Udacity Nanodegree will help you learn big data’s core language for big data analysis, SQL. Students should come prepared with a basic understanding of data types and plan to spend 2 months on this  training.

Description: Perform analysis on data stored in relational and non-relational database systems to power strategic decision-making. Learn to determine, create, and execute SQL and NoSQL queries that manipulate and dissect large-scale datasets. Begin by leveraging the power of SQL commands, functions, and data cleaning methodologies to join, aggregate, and clean tables, as well as complete performance tune analysis to provide strategic business recommendations.

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The editors at Solutions Review have compiled this list of the best data governance courses and online training to consider.

Not only is data governance one of the most common data management use cases, but it’s also the most difficult to solve for. Data governance is perhaps the most important factor in modern data management and bridges the gap between data quality and democratization. In order for organizations to enable cross-enterprise data access (which is a major pain point in and of itself), data needs to be overseen in the correct fashion using industry-standard best practices.

With this in mind, we’ve compiled this list of the best data governance courses and online training to consider if you’re looking to grow your data management skills for work or play. This is not an exhaustive list, but one that features the best data governance courses and online training from trusted online platforms. We made sure to mention and link to related courses on each platform that may be worth exploring as well.

Note: The best data governance courses and online training are listed in alphabetical order.

The Best Data Governance Courses and Online Training

TITLE: CIGO Information Governance Training

OUR TAKE: CIGO offers a variety of information governance training options through executive courses, live online modules, on-demand media, webinars, and podcasts. They also offer relevant certification prep.

Platform: CIGO (Certified Information Governance Officers Association)

Description: Through their partnership with the Institute for Information Governance, which has trained more IG professionals than any other organization worldwide, and their lead trainer, Robert Smallwood MBA, CIP, IGP, along with support from its distinguished Board of Governors, intensive CIGO training provides a broad foundation for the IG professional, and the CIGO Exam Study Guide helps to focus on key areas of the exam.

TITLE: AIIM Information Governance Training Courses

OUR TAKE: AIIM is an information management resource for professionals in the field, and offers a variety of related courses, training, and certification programs. We recommend starting with How to Manage Legacy User Information Stores.

Platform: AIIM

Description: Courses require membership to AIIM+ Pro and to gain unlimited access to their entire library of practical lessons for solving today’s information-centric challenges. New lessons are added each month. Your monthly or annual subscription gives you access to the learning library for as long as you need it.

TITLE: Enterprise Data Management

OUR TAKE: This course focuses on realizing the business advantage and business potential of operational, reconciled, and big data systems as well as data assets in supporting enterprise data management strategies and enterprise data analytics.

Platform: edX

Description: Understand structured transactional data and known questions along with unknown, less-organized questions enabled by raw/external datasets in the data lakes. Topics include data strategy and data governance, relational databases/SQL, data integration, master data management, and big data technologies.

TITLE: Information Economics Academy – Information Governance

OUR TAKE: This quick training will help you understand what information governance is, and how it differs from traditional records and information management, or RIM. It’s designed for those just starting their careers.

Platform: Iron Mountain

Description: In this course, you will recognize typical information management challenges leading to a need for information governance, and identify functions and roles that are typically involved in an information governance program. A comprehensive and collaborative Information Governance Program can help your organization optimize information value and limit risk at every stage.

TITLE: Practical Data Governance: Implementation Course

OUR TAKE: The Practical Data Governance: Implementation course provides you with the skills, the know-how, and the templates to help you create a successful data governance program that follows best practices.

Platform: LightsOnData

Description: The purpose of this course is to build your practical knowledge and maximize your success as a current or future data governance professional. The lessons and materials provided will be instrumental in your planning and implementation of a data governance program. You will learn the practical steps, best practices, and templates to put together and implement your data governance program from scratch or improve the one you have.

TITLE: Learning Data Governance

OUR TAKE: This course helps you learn the components of data governance, its strategic value, the roles and responsibilities of stakeholders, and the overall steps that an organization needs to take to manage, monitor, and measure the program.

Platform: LinkedIn Learning

Description: In the era of big data and data science, most businesses and institutions realize the power of data. Yet far too many fail to appreciate the legal and fiscal responsibilities and liabilities associated with it. The stakes are high, but a well-rounded data governance process can help ensure the consistent quality, availability, integrity, and usability of your data.

TITLE: Learning Information Governance

OUR TAKE: Instructed by Robert Smallwood, this module will offer a definition of information governance which you can launch from, principles and best practices, a three-part IG framework, and policies to consider.

Platform: LinkedIn Learning

Description: Learn the basic tenets of the emerging field of IG, beginning with definitions and concepts. Robert Smallwood explains the basics of IG and identifies key areas where an IG program will make a difference. He shares proven strategies, methods, and best practices for ensuring the ongoing success of your IG program.

TITLE: Privacy by Design: Data Classification

OUR TAKE: In this intermediate-level course, Nishant Bhajaria guides students through the details of data privacy, privacy protection, and data security. This training can be completed in just under an hour and a half, and users can continue on with other courses from Bhajaria in this series.

Platform: LinkedIn Learning

Description: In this course, instructor Nishant Bhajaria steps through how to create an architecture to manage data collection and measure risk, as well as afford privacy protections relative to that risk. He also takes a deep dive into the data inventory process, explaining how to best approach it and discern whether it is succeeding. Finally, Nishant provides context on executive communication on privacy governance.

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TITLE: A Practical Approach to Data Governance

OUR TAKE: Once completing this course, you will gain a clear vision of what you are trying to achieve formulate a simple approach, and gain confirmation of the approach as well as a chance to network with others in a similar situation. This training is for anyone involved with a data governance initiative.

Platform: Nicola Askham

Description: Nicola Askham, or, The Data Governance Coach, helps organizations understand and manage their data better. For nearly two decades she has helped corporate organizations reduce costs and inefficiencies through coaching and consulting. Her popular training course gives people the skills to make sure their data is used to solve problems and make better informed decisions.

TITLE: Big Picture: Enterprise Data Management

OUR TAKE: By the end of the course, you will have a firm understanding of enterprise data management and why you need an enterprise data strategy, what the various disciplines do, and how to build a data-driven culture in your organization.

Platform: Pluralsight

Description: In this course, you will learn about the various disciplines of data management. First, you will discover what data governance is and how you might want to implement a governance program for your organization. Next, you will cover data modeling and data architecture, including the topics of MDM and Blockchain technology. Then, you will explore the disciplines of database administration and data development.

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The editors at Solutions Review have compiled this list of the best big data certifications online to consider acquiring.

The growing importance of data management best practices and techniques for delivering against big data are becoming paramount in the enterprise. The big data landscape is evolving in real-time, which has organizations scrambling to utilize their data architectures soundly. Coupled with this, Hadoop and the data lake have emerged as technologies no company can ignore, as they complement the data warehouse quite nicely, and in some cases are even replacing it.

With this in mind, we’ve compiled this list of the best big data certifications from leading online professional education platforms and notable universities. The certifications listed offer students the training they need to develop new skills and advance their careers. This is not an exhaustive list, but one that features the best big data certifications online from trusted institutions. We made sure to include certificate descriptions and Solutions Review’s personal take on each.

The Best Big Data Certifications

TITLE: Big Data MasterTrack Certificate

OUR TAKE: This  Arizona State University MasterTrack training module provides certification on data mining techniques, data analytics, data visualization, and statistical machine learning.

Platform: Coursera

Description: You’ll learn to apply mathematical theory and decision-making techniques that are vital to big data analysis, classification, clustering, and association rule mining through real-world projects designed by faculty from Arizona State University. By committing to online study for 6-9 months, you can earn the Big Data MasterTrack Certificate that will be a pathway to the online Master of Computer Science degree at Arizona State University.

TITLE: Data Engineering with Google Cloud Professional Certificate

OUR TAKE: If you have basic proficiency with SQL, this course is for you. Offered by Coursera and Google Cloud, this module will provide certification for identifying big data and machine learning products in Google Cloud.

Platform: Coursera

Description: This Professional Certificate incorporates hands-on labs using our Qwiklabs platform. These hands-on components will let you apply the skills you learn in the video lectures. Projects will incorporate topics such as Google BigQuery, which are used and configured within Qwiklabs. You can expect to gain practical hands-on experience with the concepts explained throughout the modules.

TITLE: IBM Data Engineering Fundamentals

OUR TAKE: IBM’s Data Engineering Fundamentals module will provide certification in Python programming, relational databases, and the SQL language in a self-paced manner over 4-to-5 months.

Platform: edX

Description: You will learn what data engineering is, what the modern data ecosystem looks like, and the data engineering lifecycle. You will also be provided with a taste of a day in the life of a Data Engineer and tips from professionals on starting your career in this discipline.

TITLE: Data Processing and Analysis

OUR TAKE: This edX and ITMO University module will certify you in how to preprocess large datasets, store data via SQL, and more. It will take roughly 4 months to complete and features three individual, self-paced courses.

Platform: edX

Description: The demand for skilled data analysts both in science and industry is constantly growing. Data processing and analysis Professional Certificate Program gives you the necessary knowledge base and useful skills to face data analysis challenges in your professional field.

TITLE: Big Data Engineer (Master’s Program)

OUR TAKE: This program includes live interaction with IBM leadership, more than 120 hours of live interactive learning, a capstone, and 15 real-life projects. Students earn a certificate for each course completed.

Platform: Simplilearn

Description: This Big Data Engineer Master’s Certification program in collaboration with IBM provides online training on the best big data courses to impart skills required for a successful career in data engineering. Master the big data and Hadoop frameworks, leverage the functionality of AWS services, and use the database management tool MongoDB to store data.

TITLE: Become a Data Engineer Nanodegree

OUR TAKE: Students will learn the skills to build production-ready data infrastructure. This module can be completed in as little as five months. Prerequisites include intermediate Python and SQL.

Platform: Udacity

Description: Learn to design data models, build data warehouses and data lakes, automate data pipelines, and work with massive datasets. At the end of the program, you’ll combine your new skills by completing a capstone project. To be successful in this program, you should have intermediate Python and SQL skills.

NOW READ: The Best Big Data Courses and Online Training

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The Best Cloud Computing Nanodegrees on Udacity

TITLE: Cloud Computing for Business Leaders

OUR TAKE: Over a period of 4-8 weeks, students will learn about business cases for cloud computing, the organizational capability of the cloud, and cloud governance models, in addition to other concepts.

Description: This program will focus on the unique knowledge and skills that business leaders need to unlock the value of cloud technologies in their organizations, or enable a more cloud-native department that leverages cloud computing to drive growth and create operational efficiencies.

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TITLE: Become an AWS Cloud Architect

OUR TAKE: Over a three-month period, students of this course will learn about cloud strategy development and security. AWS knowledge is a requisite, but completing this course will grant knowledge into cost-efficient AWS management and design.

Description: Play a critical role in an organization’s cloud computing strategy as an AWS Cloud Architect. Learn to plan, design, and implement secure cloud infrastructure in AWS at scale. Begin by designing and building high availability infrastructure, and then move on to building scalable, secure, and cost-optimized architecture. Finally, explore and execute best practices and strategies around securing access to cloud services and infrastructure.

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TITLE: Become a Cloud Developer

OUR TAKE: For cloud users who want to learn about developing and deploying applications on AWS, this is the course for you. Topics like Kubernetes, serverless apps, and microservices are covered here.

Description: Start by learning the fundamentals of cloud development and deployment with AWS. Then, build different apps leveraging microservices, Kubernetes clusters, and serverless application technology. You should have intermediate knowledge of Javascript, and familiarity with object-oriented programming, web development with HTML and CSS, and the Linux Command Line.

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TITLE: Become a Cloud Developer using Microsoft Azure

OUR TAKE: Any cloud professional looking to earn the AZ-204 Azure Developer Associate Expert certification should consider taking this course. Over four months, students will learn about cloud application development via Azure.

Description: Microsoft Azure is one of the most popular cloud services platforms used by enterprises, making it a crucial tool for cloud computing professionals to add to their skillset. The Cloud Developer using Microsoft Azure Nanodegree program teaches students how to deploy, build, migrate, and monitor applications on Azure, thereby preparing learners for success on Microsoft’s AZ-204 Azure Developer Associate Expert certification.

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TITLE: Become a Cloud DevOps Engineer

OUR TAKE: As DevOps goes hand in hand with developing applications in the cloud, this is an essential course for AppDev professionals to gain the knowledge of a cloud DevOps engineer within four months.

Description: Learn to design and deploy infrastructure as code, build and monitor CI/CD pipelines for different deployment strategies, and deploy scalable microservices using Kubernetes. At the end of the program, you’ll combine your new skills by completing a capstone project. Learn the fundamentals of cloud computing while being introduced to compute power, security, storage, networking, messaging, and management services in the cloud.

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TITLE: Become a Hybrid Cloud Engineer

OUR TAKE: With hybrid cloud deployments becoming more and more popular as businesses embrace the power of an integrated cloud, hybrid cloud engineering knowledge is highly valued now — making this course an absolute must-take for cloud engineers.

Description: This Nanodegree program, built in collaboration with experts from Nutanix, a leader in the cutting-edge field of hyperconverged infrastructure software, takes cloud technology and data-center professionals on an in-depth journey into the design, deployment, and management of infrastructure and applications together on the Hybrid Cloud. Master the concepts you need to transform how your IT teams manage applications and support the business.

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TITLE: Cloud DevOps using Microsoft Azure

OUR TAKE: As Udacity points out, Microsoft Azure is used by 95 percent of Fortune 500 companies. Any Azure user with intermediate Python knowledge and familiarity with Linux shell scripting should look into this training.

Description: Microsoft Azure is one of the most popular cloud services platforms used by enterprises, making it a crucial tool for cloud computing professionals to add to their skillset. The Cloud DevOps using Microsoft Azure Nanodegree program teaches students how to deploy, test, and monitor cloud applications on Azure, thereby preparing learners for success on Microsoft’s AZ-400 DevOps Engineer Expert certification exam.

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TITLE: Cloud-Native Application Architecture

OUR TAKE: Deploying applications natively on the cloud comes with its own set of challenges and specifications. Cloud-native application architects are in high demand now, so this course should be considered for anyone looking to enter the field.

Description: You’ll master the skills necessary to become a successful cloud-native architect. Learn to run and manage scalable applications in a cloud-native environment, using open-source tools and projects like ArgoCD, gRPC, and Grafana. Throughout this course, students will learn how to structure, package, and release an application to a Kubernetes cluster, while using an automated CI/CD pipeline.

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The editors at Solutions Review have compiled this list of the best Pluralsight big data courses (top-rated) to consider taking.

Big data skills are in high demand among organizations that are looking to use their collected data to generate valuable business insight. The pandemic and subsequent ‘new normal’ of remote work are furthering demands for these skills. Many are turning to online learning platforms to up their game and acquire the big data skills most likely to help them stand out. And whether you are looking to acquire those skills for work or for play, this collection of Pluralsight big data courses will help you learn the ropes so you can pilot some of the most widely used tools in no time!

With this in mind, the editors at Solutions Review have compiled this list of the best Pluralsight big data courses to consider taking. The platform is perfect for those looking to take multiple courses or acquire skills in different areas, or for those who want the most in-depth experience possible through access to Pluralsight’s entire course library or learning paths. In sum, Pluralsight offers more than 7,000 expert-led video courses.

The Best Pluralsight Big Data Courses

TITLE: The Building Blocks of Hadoop – HDFS, MapReduce, and YARN

Description: This course, The Building Blocks of Hadoop ­ HDFS, MapReduce, and YARN, gives you a fundamental understanding of the building blocks of Hadoop: HDFS for storage, MapReduce for processing, and YARN for cluster management, to help you bridge the gap between programming and big data analysis. By the end of this course you’ll have gained a strong understanding of the building blocks needed in order for you to use Hadoop effectively.

More “Top-Rated” Pluralsight paths: SQL on Hadoop – Analyzing Big Data with Hive, Understanding the MapReduce Programming Model, Creating Your First Big Data Hadoop Cluster Using Cloudera CDH, Getting Started with HBase: The Hadoop Database, Data Science & Hadoop Workflows at Scale With Scalding

TITLE: Introduction to Data Warehousing and Business Intelligence

Description: In this course, you’ll see concrete examples which clearly illustrate these terms. Finally, you will see a sample implementation of a DW/BI project with SQL Server. As a DBA, database designer, or report developer the skills in this course will help you create and work with your data warehouse. If you are a project manager or business user, understanding how your data warehouse works will allow you to communicate your needs clearly with your development team to get the most from your business intelligence solutions.

More “Top-Rated” Pluralsight paths: Architecting Data Warehousing Solutions Using Google BigQuery, SSIS Design Patterns for Data Warehousing, Plan for Data Warehousing with Microsoft Azure, Implementing a Cloud Data Warehouse in Microsoft Azure Synapse Analytics

TITLE: Building Your First ETL Pipeline Using Azure Databricks

Description: In this course, Building Your First ETL Pipeline Using Azure Databricks, you will gain the ability to use the Spark-based Databricks platform running on Microsoft Azure, and leverage its features to quickly build and orchestrate an end-to-end ETL pipeline. And all this while learning about collaboration options and optimizations that it brings, but without worrying about the infrastructure management.

More “Top-Rated” Pluralsight paths: Extracting and Transforming Data in SSIS, Advanced Integration Services

TITLE: Creating Your First Big Data Hadoop Cluster Using Cloudera CDH

Description: This course is designed for professionals with experience ranging from zero to already skilled professionals. Hands-on sessions cover the end-to-end setup of a Cloudera Cluster (using AWS EC2 instances to deploy the cluster). This training is targeted toward software engineers, system analysts, database administrators, DevOps engineers, and system administrators. Other IT professionals can also take the course, but might have to do some extra work to understand some of the advanced concepts.

More “Top-Rated” Pluralsight paths: Developing Spark Applications Using Scala & Cloudera

TITLE: Cassandra for Developers

Description: In this course, you will learn about the brief history of Cassandra and how to use Docker to stand-up a Cassandra cluster. First, you will discover replication strategies and Cassandra’s support for “tunable consistency.” Then, you will be introduced to CQL along with tables, keyspaces, and common datatypes. Next, you will explore primary keys and how they can be made up of both partition keys as well as clustering keys. Finally, you will look at secondary indexes, batches, and lightweight transactions.

More “Top-Rated” Pluralsight paths: Applying the Lambda Architecture with Spark, Kafka, and Cassandra

TITLE: Big Data: The Big Picture

Description: In this course, ZDNet’s big data correspondent Andrew Brust teaches you all about big data. This course will get you up and running with the definitions and technologies you need to know, and the vendors you need to know about. By the end of the course, you’ll know what big data is, how it can integrate with conventional database and Business Intelligence (BI) technologies, and how to devise a strategy for adopting big data in your organization.

More “Top-Rated” Pluralsight paths: Big Data on Amazon Web Services, Big Data on AWS: The Big Picture, Real World Big Data in Azure, SQL Big Data Convergence – The Big Picture, SQL on Hadoop – Analyzing Big Data with Hive, Big Picture: Enterprise Data Management

TITLE: Big Picture: Enterprise Data Management

Description: In this course, you will learn about the various disciplines of data management. First, you will discover what data governance is and how you might want to implement a governance program for your organization. Next, you will cover data modeling and data architecture, including the topics of MDM and Blockchain technology. Then, you will explore the disciplines of database administration and data development.

More “Top-Rated” Pluralsight paths: Designing a Data Warehouse on the Microsoft SQL Server Platform, Design a Data Management Strategy for Microsoft Azure, Data Management and Preparation Using R

NOW READ: The Best Pluralsight Data Analytics Courses (Top-Rated) to Consider

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The editors at Solutions Review have compiled this list of the best Pluralsight data analytics courses (top-rated) to consider taking.

Data analytics skills are in high demand among organizations that are looking to use their collected data to generate valuable business insight. The pandemic and subsequent ‘new normal’ of remote work are furthering demands for these skills. Many are turning to online learning platforms to up their game and acquire the data analytics skills most likely to help them stand out. And whether you are looking to acquire those skills for work or for play, this collection of Pluralsight data analytics courses will help you learn the ropes so you can pilot some of the most widely used tools in no time!

With this in mind, the editors at Solutions Review have compiled this list of the best Pluralsight data analytics courses to consider taking. The platform is perfect for those looking to take multiple courses or acquire skills in multiple different areas, or for those who want the most in-depth experience possible through access to entire course libraries or learning paths. In sum, Pluralsight offers more than 7,000 expert-led video courses.

The Best Pluralsight Data Analytics Courses

TITLE: Grow Your Tableau Skills

Description: Learn the skills needed to become a Tableau master. All of Pluralsight’s training goes through a rigorous vetting process to ensure the quality, usability, and uniqueness of the content. Stay up to date on one of the most popular data visualization products out there, and learn how to create and display data in Tableau. Scroll down the page to see other Tableau paths or browse Pluralsight’s collection of top Tableau courses.

More “Top-Rated” Pluralsight paths: Tableau Desktop for Analysts

TITLE: Collecting and Preparing Data for MicroStrategy

Description: In this course, you will gain the ability to acquire data for use within MicroStrategy for analysis. First, you will learn how to work with the MicroStrategy object model. Next, you will discover the process for bringing in external unmodeled data. Finally, you will explore how to get that data in a format that supports your ability to analyze it. When you are finished with this course, you will have the skills and knowledge of MicroStrategy data acquisition needed to begin building your own reporting.

More “Top-Rated” Pluralsight paths: Sharing and Securing Content in MicroStrategy, Building Your First Dossier in MicroStrategy

TITLE: Alteryx Designer: Getting Started

Description: In this course, you will gain the ability to work efficiently within the Alteryx Designer platform. First, you will learn to move and navigate around the user interface. Next, you will discover how to read in data from virtually any data source, and filter/blend/manipulate the data in order to gain that all-important actionable knowledge. Finally, you will explore how to visualize your data in a distribution ready report, and deploy that report to any number of recipients, all in one place – Alteryx Designer.

TITLE: Getting Started with Power BI

Description: You’ll start out with seeing how you can quickly and easily gather data from a variety of sources, and then cleanse and transform that data with just a few clicks. Next, you’ll also learn how you can enhance the results by integrating disparate data sources and adding simple calculations. Then, you’ll learn how to explore your data with visualizations and simple dashboards. Finally, you’ll learn what steps are necessary to keep your data up-to-date.

More “Top-Rated” Pluralsight paths: Building Your First Power BI Report, Getting Started with DAX Formulas in Power BI, Power Pivot, and SSAS

TITLE: Building Your First ETL Pipeline Using Azure Databricks

Description: In this course, Building Your First ETL Pipeline Using Azure Databricks, you will gain the ability to use the Spark-based Databricks platform running on Microsoft Azure, and leverage its features to quickly build and orchestrate an end-to-end ETL pipeline. And all this while learning about collaboration options and optimizations that it brings, but without worrying about the infrastructure management.

TITLE: Qlik Sense for Analysts

Description: Pluralsight’s Qlik Sense for Analysts path will teach you how to build effective visualizations and dashboards, as well as deeper mechanics of working with your data, and extending it with expressions and calculated fields. Pre-requisites include data literacy, data analytics literacy, and basic PC skills. This path is made up of six courses, two of which were designed for beginners, two for intermediate level users, and two for advanced personas.

More “Top-Rated” Pluralsight paths: Loading and Preparing Data for Analysis in Qlik Sense

TITLE: Apache Spark Fundamentals

Description: In this course, you’ll learn Spark from the ground up, starting with its history before creating a Wikipedia analysis application as one of the means for learning a wide scope of its core API. That core knowledge will make it easier to look into Spark’s other libraries, such as the streaming and SQL APIs. Finally, you’ll learn how to avoid a few commonly encountered rough edges of Spark. You will leave this course with a tool belt capable of creating your own performance-maximized Spark application.

More “Top-Rated” Pluralsight paths: Beginning Data Exploration and Analysis with Apache Spark, Structured Streaming in Apache Spark 2

TITLE: Critical and Analytical Thinking Skills in Data Literacy: Executive Briefing

Description: In this course, you will learn foundational knowledge of critical and analytical thinking. First, you will explore critical thinking and different pieces of this crucial skill. Next, you will discover the systematic approach of analytical thinking. Finally, you will see the combined skills of critical and analytical thinking, which help impact data-informed decision making. When you’re finished with this course, you will have an understanding of these crucial skills, which are crucial for organizations to capitalize on their data.

TITLE: Data Analytics: Hands On

Description: This course covers everything from the basic concepts of data analysis, to data warehouse design and data visualization principles. If you’re looking for a career change or already making your way into the world of transforming data into value, this course will help you understand all of the key concepts and get some hands-on skills, while being directed to where you can dig in deeper when you find something you’re interested in. If you’re already working in the data world, you can use this course as a reference.

More “Top-Rated” Pluralsight paths: Big Data Analytics with Tableau

TITLE: Implementing Predictive Analytics with TensorFlow

Description: In this course, you will learn foundational knowledge of solving real-world data science problems. First, you will explore the basics of implementing supervised learning problems including linear regression and neural networks. Next, you will discover how recommendation systems can be implemented using TensorFlow. Finally, you will learn how to understand and implement reinforcement learning systems.

TITLE: Understanding Machine Learning

Description: Have you ever wondered what machine learning is? That’s what this course is designed to teach you. You’ll explore the open-source programming language R, learn about training and testing a model as well as using a model. By the time you’re done, you’ll have a clear understanding of exactly what machine learning is all about.

More “Top-Rated” Pluralsight paths: Understanding Machine Learning with Python, Understanding Machine Learning with R, Machine Learning: Executive Briefing, How Machine Learning Works, Deploying Machine Learning Solutions

TITLE: Data Visualization: Best Practices

Description: In this course, you will gain the ability to build visually-pleasing charts that effectively communicate your message. First, you will learn the basic concept of data visualization, why the field is growing, and how data viz can make an impact. Next, you will discover a variety of effective chart types and learn the design practices that make them effective. Finally, you will explore how to leverage preattentive attributes in your visualizations in order to enable easy data interpretation.

More “Top-Rated” Pluralsight paths: Data Visualization for Developers, Objectivity in Data Visualization, Introduction to Data Visualization with Python

TITLE: Data Science: Executive Briefing

Description: In this course, you will gain the ability to transform data into actionable insight. First, you will learn what data science is. Next, you will discover why data science is important for you and your business. Finally, you will explore how to get started becoming a data-driven organization. When you’re finished with this course, you will have the skills and knowledge of data science needed to transform data into actionable insight.

More “Top-Rated” Pluralsight paths: Data Science with R, Doing Data Science with Python, Data Science: The Big Picture

TITLE: Introduction to Business Analysis & Needs Assessment

Description: This course introduces the work of business analysis, explores who undertakes business analyst functions, and the type of skills necessary to conduct business analysis successfully. Then, attention turns to needs assessment, where problems and opportunities are identified, organizational ability to respond is assessed, recommendations for action are developed, feasibility is weighed for various options, best options are selected, and business cases for action are developed.

More “Top-Rated” Pluralsight paths: Excel: An Analytics Superhub

TITLE: Cloud Business Intelligence: The Big Picture

Description: This course covers the current state of Business Intelligence in the cloud, as well as goes into functional examples using Google Big Query and Tableau Online. This is a beginner course, but it is assumed you are familiar with the basics of databases and business intelligence concepts.

More “Top-Rated” Pluralsight paths: Introduction to Microsoft Business Intelligence End-User Tools, SQL Server Business Intelligence Overview, Introduction to Data Warehousing and Business Intelligence, Enterprise Business Intelligence with Tableau Server, Getting Started with Oracle Business Intelligence Enterprise Edition, Business Dashboard Fundamentals

TITLE: Excel: An Analytics Superhub

Description: This course goes through how to use Excel as an analytics client for BI and Big Data. With coverage applicable to several versions of Excel, but with emphasis on the new capabilities of Excel 2013, the content includes details on, and numerous demos of, the analytics capabilities in the core Excel product and its add-ins, including PowerPivot, Power View, and preview add-ins code-named “Data Explorer” and “GeoFlow.” This course provides great detail on each tool and shows how they can be used in combination, as well as, with data from HDInsight/Hadoop; Microsoft’s Big Data Platform.

More “Top-Rated” Pluralsight paths: Displaying Tables with Excel, Excel 2013: Analysis Techniques and Random Numbers, Loading Data into Excel, Exploring Data with PivotTables, Summarizing Data and Deducing Probabilities, Searching and Manipulating Data in Excel, Excel Data Lookup Function Playbook, Summarizing and Organizing Data in Excel, Pragmatic Self-Service BI with PowerPivot for Excel

TITLE: Programming with R

Description: In this course, Programming with R, you will learn how to manipulate different objects. First, you will learn the basic syntax. Next, you will explore data types and data structures available in R. Finally, you will discover how to write your own functions by implementing control flow statements. When you are finished with this course, you will have a foundational knowledge of R programming that will help you as you move forward to data science.

More “Top-Rated” Pluralsight paths: Data Science with R, Understanding Machine Learning with R

TITLE: Getting Started with DAX Formulas in Power BI, Power Pivot, and SSAS

Description: In this course, Getting Started with DAX Formulas in Power BI, Power Pivot, and SSAS, you’ll learn the basics of the DAX language. First, you’ll learn how DAX works and why it has such good performance. Next, you’ll explore how to encapsulate business logic using calculated columns and measures. Finally, you’ll discover a variety of ways to manipulate filters or analyze your data. When you’ve finished this course, you’ll have the skills and knowledge of DAX to model and analyze your data with the DAX expression language.

More “Top-Rated” Pluralsight paths: Common DAX Expressions and Scenarios Power BI Playbook

NOW READ: The Best Pluralsight Big Data Courses (Top-Rated) to Consider

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The post The Best Pluralsight Data Analytics Courses to Consider for 2025 appeared first on Solutions Review Technology News and Vendor Reviews.

Solutions Review’s listing of the best marketing automation software companies is an annual look into the solution providers included in our Buyer’s Guide and Solutions Directory. The Solutions Review team participates in affiliate programs and may make a small commission from products purchased through this resource.

Manual management of marketing campaigns is becoming an increasingly lofty task, especially since customers use more channels than ever. Each channel creates new areas for data to be collected and harnessed. Keeping up with the competition takes much more than a superior product; it comes down to effective marketing strategies. A marketing automation tool can help your company eliminate the monotony of campaign management while keeping your valuable customers engaged. 

However, choosing the best marketing automation software vendor can be complicated, as it requires constant market research and often comes down to more than technical capabilities. With that in mind, Solutions Review editors compiled the following list to spotlight some of the best marketing automation providers for 2025 (and beyond!).

Our editors gathered this information via online materials, reports, product demonstrations, conversations with vendor representatives, and free trial examinations. Companies are listed in alphabetical order.

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The Best Marketing Automation Software Companies for 2025

Act!

Description: The Act! platform provides CRM and marketing automation capabilities for small to medium-sized businesses across industries. Its capabilities include sales pipeline management, visual dashboards, customer management, centralized customer data, business insights, opportunity tracking, real-time metrics, personalized marketing campaigns, automated workflows, landing pages, and integrations with other leading marketing tools. The provider also has an extensive library of support resources such as software tutorials, video training, and a ticket system for in-depth issues. 

ActiveCampaign

Description: ActiveCampaign provides email marketing, marketing automation, CRM, and Sales Automation solutions to clients across industries. Its Customer Experience Automation (CXA) platform has email marketing, marketing automation, CRM, and sales automation solutions for businesses across industries. Their marketing automation tool offers a simple visual overlay, showing users how automations connect and the features of each campaign. The platform also provides social media analysis and deep site tracking tools. Enterprise customers can also access an “expert level” team member to consult or help with the platform. 

Act-On

Description: Act-On provides a marketing solution suite capable of streamlining or eliminating many tasks marketers are responsible for managing. It tracks and collects analytics automatically and uses the information to improve marketing techniques. Users gain complete visibility into unknown and known activity on their website. With the collected data, Act-On then automates nurturing based on user preference. It even segments customers and leads into specified categories for you. The platform is an integrated tool for many CRMs and provides professional services to clients who need help building an effective marketing strategy. 

Adobe

Description: With Adobe Campaign, companies can use customer data to create, deliver, and manage B2B cross-channel marketing campaigns. The software includes central workflow management, personalized email marketing tools, customer data management, cloud services, and learning tools to help you and your team stay on top of their email marketing skills. Multi-channel site design is simple and synchronized to maintain its brand image across platforms. Adobe allows marketers to follow each step in the customer journey. They also collect deep and predictive analytics to enhance marketing campaigns.

Blueshift 

Description: Blueshift offers an AI-driven platform for cross-channel marketing solutions for email marketing, marketing automation, mobile marketing, audience targeting, predictive intelligence, audience segmentation, and more. With the ability to segment customers based on real-time data and predict their future actions, the tool provides a unique solution for organizations looking to take advantage of artificial intelligence and machine learning across their email, SMS, mobile, website, advertising, and other channels.

Dotdigital

Description: Dotdigital has spent over twenty years helping brands across industries improve their marketing strategies, boost engagement, and maintain customer connections. Its cross-channel digital engagement and marketing platform equips businesses with multi-channel capabilities for communicating with customers, targeting leads, and using analytics to power data-driven campaigns that resonate with audiences. The company can also work directly with users via managed, creative, training, and customer support services. The company is based in London, and its platform is used in over 150 countries. 

GetResponse

Description: GetResponse offers a suite of simple and robust solutions that can be scaled and customized for small and large organizations. The company’s marketing solutions include automation, CRM, webinar software, email design, and other tools to help businesses create customer journey scenarios. GetResponse’s workflow designer uses simple block arrangements for conditions, actions, and filters. Customer profiles include tagging and scoring so that users can build detailed segmentations. The company is headquartered in Poland and has offices around the world. 

HubSpot

Description: HubSpot offers a variety of capabilities centered around marketing, sales, and customer service. HubSpot’s free CRM connects all the data users need to run effective marketing campaigns, and their marketing hub comes with easy-to-use customization options. Users can modify their website or mobile site without coding knowledge; they can drag-and-drop pages, posts, landing pages, and more. The marketing hub automatically tracks and reports on customer interactions. This data helps measure a campaign’s effectiveness or build new automations.

Insightly

Description: Insightly is a vendor that offers both a CRM platform and a robust marketing automation platform. This solution provides in-depth customer journey management, an intuitive drag-and-drop email and newsletter creator, and more. Users can open up two-way communication with their customers through embedded forms and landing pages while analyzing and visualizing customer insights with Insightly’s advanced analytics and reporting engine. CRM features include visual relationship webs, easy sale-to-project transition, and mobile application access.

Iterable

Description: Iterable is a cross-channel marketing platform that emphasizes the customer experience by giving users the tools to interact with customers on various channels. Marketers can harness data for campaign activation and behavior-based personalization, and the dashboard lets marketers drag-and-drop workflows and activate customer data. Its other AI-powered capabilities include real-time behavioral data, A/B testing, customizable predictive goals, customer data tracking, audience segmentation, and an extensive network of over one hundred partner integrations with leading marketing providers.

Keap

Description: Keap offers small businesses access to a marketing automation platform and CRM. The small business approach is emphasized as it only includes one user account in the base product. Keap offers collaboration with an onboarding expert to initiate setup for clients new to marketing tools. The platform provides a centralized view of customer data that enhances campaign automation and reporting. Keap helps users understand how audiences respond to campaigns so modifications can be made when necessary. They also provide hundreds of business apps, so you can craft the platform that fits your needs.

Klaviyo

Description: Klaviyo provides growth-focused e-commerce brands with a marketing automation platform designed to help drive sales with targeted and relevant email, Facebook, and Instagram marketing campaigns. The platform includes segmentation, web tracking, autoresponders, automated email flows, reporting, A/B testing, email content creation, and more. Klaviyo also tracks important data from whichever e-commerce platform a company uses, thanks to its integrations with leading platforms like Shopify, BigCommerce, and Magento. Klaviyo uses flexible pricing models that don’t involve annual contracts, so companies only pay for the tools and features they use. 

Lead Liaison

Description: Lead Liaison offers cloud-based marketing and sales automation solutions to businesses of all sizes. Their Lead Management Automation platform combines lead capture, content creation, social media engagement, and more. Prospects can be targeted based on engagement, demographics, and social info. This data is also used to trigger responsive marketing techniques. Due to the focus on lead generation, Lead Liaison reveals critical moments of a buyer’s journey to the sales team. Salespeople also receive daily lead reports, including “Buy Signals, ” indicating the right time to contact a prospect. 

LeadSquared

Description: LeadSquared brings marketing automation to key time-consuming areas so marketers and salespeople have time to focus on significant projects. This is accomplished through automating engagement with leads and customers. Their software easily captures lead and activity data across channels, making each engagement meaningful and targeted. LeadSquared helps more than just marketers since salespeople can easily access critical data to find sales-ready leads to target. The platform uses machine learning to forge a deeper understanding of conversion attributes.

Maropost

Description: Maropost Marketing Cloud provides tools for building complex customer journeys. The platform allows marketers to connect with customers across email, web, mobile, and social media channels. Users can create and automate workflows from a simple dashboard on every channel and lifecycle stage. Event-driven workflows nurture visitors on a path that reflects their behavior. Machine learning tools utilize data to make personalized recommendations on your website and include a single customer view combining all available data on a customer. This creates deep segmentation functionality based on both manual and automatic data. 

Oracle

Description: Oracle offers a variety of cloud marketing products, including Bronto, Eloqua, Responsys, and more, each with unique strengths and customization tools. For example, Eloqua is the B2B marketing option, and Bronto is for B2C. Each provides campaign management tools to deliver relevant content to target audiences. These two equip marketers with lead and campaign management tools to engage the right audience at the right time in their purchasing journey. This can be accomplished across multiple channels like email, display search, web, video, and mobile.

Ortto

Description: Ortto, previously known as Autopilot, is a customer journey and data platform that uses marketing automation and artificial intelligence (AI) technologies to help e-commerce, non-profit, SaaS, and B2B businesses develop meaningful connections and experiences with their audiences. Its solution suite offers tools for website tracking, lead managing, email marketing, business intelligence, artificial intelligence (AI), Facebook retargeting, sales dashboards, SMS marketing, automation, audience segmentation, and more.  

Salesforce

Description: Salesforce’s marketing automation platform, formerly Pardot, can directly integrate with its CRM system to harness all available data and use it to align sales and marketing efforts, generate leads, and maintain engagement. Salesforce’s Marketing Cloud Account Engagement Capabilities include lead scoring, real-time sales alerts, email marketing campaigns, lead segmentation, multi-channel engagement, account-based marketing, lead management, reporting, predictive analytics, and more. It tends to focus on mid-market and enterprise organizations in B2B, including financial and high-tech markets. 

SharpSpring

Description: SharpSpring, from Constant Contact, offers a marketing automation platform for businesses and agencies. Their behavioral-based tracking tool helps users understand what motivates each click. It also enhances email automation, as customers are tracked after the click for increased personalization. SharpSpring’s visual workflow builder includes branching logic to engage leads correctly. Users can customize buyer personas to improve segmentation. Detailed data collection allows critical marketing decisions to be made with logic and efficiency. 

Upland Adestra

Description: Adestra, a Upland product, is a multi-channel marketing automation solution designed to drive conversions, engage audiences with AI-powered personalization, equip teams with automation tools, and provide marketing teams with advanced data enrichment tools. Other capabilities include AI data-driven persona segmentation, multi-layer account structures, a dynamic content editor, automated customer journeys, a drag-and-drop journey builder, customizable email delivery times, email data visualizations, and connectivity with a suite of technical integrations. As an email marketing company first, Adestra includes a variety of templates with mobile and web optimization. 

VBOUT

Description: VBOUT is a multi-channel marketing automation solution for collecting leads with a customer-centric approach. The company provides a variety of marketing automation capabilities in its flagship platform. Marketers save time using VBOUT, as everything they need is in one place. Its dashboard uses drag-and-drop tools for creating landing pages, customer journey builders, and social media management. Users can add automation to their campaigns, track analytics in critical areas, send reports in user-defined intervals, and more. It begins segmenting leads from the moment their email address is obtained. 

Zeta Global

Description: The Zeta Marketing Platform (ZMP) can be activated on every offline and online marketing channel—including social media, SMS, websites, and email—and uses advanced artificial intelligence (AI) technology to analyze billions of customer data signals to predict intent, create personalized experiences, accelerate brand growth, and more. The company works with enterprises across the retail, telecommunications, travel, hospitality, automotive, financial services, consumer packaged goods (CPG), and other industry sectors. 

Zoho

Description: Zoho is a multinational company specializing in software development, cloud computing, and web-based business tools across significant business categories. Its solution suite includes Zoho Marketing Automation, a multi-channel software platform designed to help marketers generate sales-ready leads. The platform comes equipped with capabilities for lead generation, customer journey management, lead qualification, customer behavior tracking, real-time analytics, lead nurturing, multi-channel automation, personalized campaigns, e-commerce marketing, and more.

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The post 23 of the Best Marketing Automation Software Companies for 2025 appeared first on Solutions Review Technology News and Vendor Reviews.

Solutions Review’s listing of the best Business Process Management companies is an annual look into the solution providers included in our Buyer’s Guide and Solutions Directory. Our editors gathered this information via online materials, reports, product demonstrations, conversations with vendor representatives, and free trial examinations.

The concept of business process management has been around for centuries, first utilized during the Industrial Revolution. The dawn of computer technology brought the framework for BPM as we know it today, focusing on task efficiency, quality management, and continuous flow. Today, these tools have evolved to become fully scalable, visual, mobile, and integral platforms, providing organizations with process insight and control like never before. 

Identifying the best business process management companies to work with can be daunting, though, which is why our editors have updated this list of the best BPM vendors to consider if you’re looking for a new solution in 2025 (and beyond). If you want more insights into the BPM marketplace, check out our online Business Process Management Best Practices section.

Note: Companies are listed in alphabetical order.

The Best Business Process Management Companies for 2025

Agiloft

Description: Agliloft is a highly configurable solution suite of contract lifecycle management (CLM) capabilities. Its platform includes integrated applications for customer service, web self-service, knowledge management, and contract management. Users can decide whether to employ hosted or on-premise deployment to meet their organization’s needs. Its workflow and business process management features can also help companies increase their agility, improve performance, adapt to evolving business needs, make deep configuration changes, optimize efficiency, and more.

airSlate

Description: airSlate is a document workflow automation platform for companies across the education, healthcare, legal, and construction industries. The platform comes equipped with no-code technologies, built-in integration capabilities, and features for workflow automation, document generation, electronic signatures, robotic process automation (RPA), process analytics, contract management, contract negotiation, web forms, PDF editing, and more. It also has built‑in integration options for leading technologies, including Salesforce, Microsoft, Netsuite, and UiPath.

Appian

Description: Appian is a low-code platform provider for companies across industries like manufacturing, education, healthcare, retail, life sciences, energy, financial services, and more. Its capabilities cover process mining, workflow management, and automation, all available on its open, enterprise-grade platform. Appian’s BPM software suite is designed to help businesses develop complex processes, automate collaborative work, simplify workflow design, and orchestrate their people, data, and systems into streamlined processes. Its BPM features include no-code connectors, DevSecOps, dynamic reporting, document management, AI suggestions, process visualization, and case management.

AuraQuantic

Description: AuraQuantic, formerly AuraPortal, is an Intelligent Business Process Management (iBPM) software provider that helps users optimize and transform their business processes and workflows. The no-code, business, and user-friendly BPM platform is intuitive and efficient, allowing for real-time control and analysis of all a company’s business processes and activities. AuraQuantic’s platform is hosted on a dedicated Microsoft Azure Cloud infrastructure for each customer. Customers can purchase the platform or pay on a per-use (SaaS) scale.

Axon Ivy

Description: Axon Ivy’s business process automation solution combines the speed and agility of a model-driven low-code development platform with the power to build enterprise-grade applications. Its highly scalable platform offers a future-proof architecture that open-source technologies can easily extend as needed. The solution is optimized for accelerated implementations and streamlined operation and maintenance. Companies will also benefit from an extensive range of out-of-the-box connectors, ready-to-use templates, and pre-packaged offerings across various use cases for business processes and industries. 

Bizagi

Description: Bizagi is a leader in digital business process automation software. The company’s primary solution is an iBPMS that offers execution on .NET and Java Platform Enterprise Edition. Additionally, the vendor offers three tiers of solutions, including Bizagi Engine, Bizagi Studio, and Bizagi Modeler, so that companies can select the best option for their needs. Bizagi provides users with process modeling, process automation, business transformation, low-code app development, and case management. Bizagi also eases new clients into using the software by offering an extensive e-learning program, live demos, and webinars.  

Bonitasoft

Description: Bonitasoft develops BPM software for developers to build business applications that adapt to real-time changes, UI updates, and more. With Bonitasoft, users can automate, model, and monitor business processes to streamline operations across departments. The software automatically checks for errors and highlights them before users save their business model. The Bonitasoft BPM solution is well-suited for workflow applications, meaning users can start developing quickly, and it combines process improvement techniques with business process automation technology for businesses in nearly any industry.

BP Logix

Description: BP Logix’s Process Director is a complete BPM solution with workflow software, case management software, and business process automation software capabilities. These features enable IT and business users to create robust business process management and workflow solutions to address various business challenges. BP Logix’s Process Director is a powerful BPM low-code platform offering excellent HTML UI and reporting tools on every major mobile or desktop platform. Process Director is its iBPMS platform and features no-code process definition and intelligent form creation that runs on top of an integrated business rule engine. 

Camunda

Description: Camunda is an open-source software company providing process automation with a developer-friendly approach that is standards-based, highly scalable, and collaborative for business and IT. The vendor offers visibility into business operations and improves system resilience. A community of thousands of users across companies design, automate, and enhance mission-critical business processes end-to-end with Camunda. The provider’s workflow and decision automation tools enable Camunda to build software applications flexibly, collaboratively, and efficiently, gaining the business agility, visibility, and scale needed to drive digital transformation. 

Creatio

Description: Creatio provides Customer Relationship Management (CRM) and Business Process Management solutions for many industries. Studio Creatio, their BPM offering, is an intelligent low-code platform that enables businesses, system integrators, and software developers to manage business processes of any complexity and quickly build applications for their specific business needs. Studio Creatio offers the unique synergy of business process management and case management technologies, providing organizations with powerful tools to manage and optimize business processes efficiently. 

FlowForma

Description: FlowForma offers no-code workflow automation tools that provide business experts with low entry costs and rapid process development. The FlowForma Process Automation solution is developed to help business users and Heads of Departments quickly implement HR onboarding processes, create new products, and launch clinical trials to increase organizational efficiency and productivity. It also empowers business managers to take control of their business processes and configure them in alliance with business needs. An intuitive and agile tool, FlowForma Process Automation enables users to build and adapt processes with an application trusted by IT.  

Genpact

Description: Genpact provides BPM software solutions to organizations worldwide. Cora, the provider’s Intelligent Business Process Management Suite (iBPMS), enables rapid build and change of high availability, mobile-enabled workflow applications that deliver significant digital business change. The solution combines the products acquired with RAGE Frameworks, PNMsoft, TandemSeven, and technologies developed in Genpact’s analytics and artificial intelligence practices. Additionally, Cora allows business users and process developers to access a simple, intuitive system within a single interface. 

iGrafx

Description: The iGrafx Business Transformation Platform enables transformation by connecting strategy to execution while mitigating risk, ensuring compliance, and providing a framework for governance, resiliency, business continuity, and continuous improvement. The solution is a cloud-based platform that enables businesses to meet today’s increasing challenges by executing a strategic vision, optimizing the customer experience, operationalizing Governance, Risk, and Compliance (GRC), and delivering holistic Quality Management (QMS). iGrafx’s Business Transformation Platform allows users to capture, model, optimize, audit, execute, and monitor processes. 

Kissflow

Description: Kissflow is a cloud-based BPM solution suite suitable for businesses of all sizes. The software automates business processes, monitors performance, helps initiate process requests, views items requiring user actions, and approves pending tasks. The system includes 50 pre-installed business applications, including employee onboarding, vendor payment, mileage reimbursement, and much more. Users can download these applications, edit them as they see fit, or build applications from scratch. Additional capabilities include no-code/low-code development, digital transformation, process automation, workflow management, form design, and more.

Newgen

Description: Newgen Software Technologies is a global provider of Business Process Management (BPM), Enterprise Content Management (ECM), and Customer Communication Management (CCM) solutions with a footprint in over 60 countries. The Omniflow iBPS Business Process Management Suite drives enterprise-wide digital transformation by connecting an organization’s resources. The platform’s advanced capabilities, such as process orchestration, case management, low-code application, communication management, and robotic process automation (RPA), allow users to re-engineer processes and go digital.

Nintex

Description: Nintex offers IPA solutions that strip business inefficiencies and replace them with seamless, sophisticated processes. The easy-to-use, no-code platform, Nintex Workflow Cloud, allows users to connect with all content repositories, systems of record, and people. Nintex offers advanced workflow, document generation, data collection, dissemination forms, integration with leading cognitive services, process mapping, monitoring, and reporting, whether on-premise or in the cloud. Nintex provides robust solutions designed for companies in industries across the energy, financial services, government, life sciences, and other markets. 

Pega

Description: Pega offers a Business Process Management tool developed on Java and OOP concepts. The platform allows users to quickly assemble an executable business application using visual tools. Pega has an extensive history of developing applications that offer daily sales, marketing, and support services. The system’s capabilities include case management, workforce intelligence, robotic process automation (RPA), lifecycle management, DevOps, low-code app development, virtual assistants, and more. Business owners can use the platform to build process flows that bring people and technology together for routine automation and improve reliability and efficiency in unexpected events. 

Process Street

Description: Process Street offers a business process management platform that provides organizations with a straightforward approach to managing repeating business procedures. Built for businesses to develop and track their processes with the use of super-powered checklists, Process Street provides for better scaling. The platform also minimizes mistakes and allows teams to create recurring lists, collaborate around them, and track them as completed. The Process Street platform empowers businesses to improve day-to-day operations with advanced permissions, reporting, and automation.

SAP Signavio

Description: Signavio, an SAP company, is a leading provider of BPM solutions, offering an integrated software solution allowing you to model, analyze, optimize, and execute business processes and decisions in one platform. The cloud-based Signavio Business Transformation Suite is a smarter way to translate between strategy and execution. The suite comes complete with the Signavio Collaboration Hub, a central point of contact for staff to secure collaborative knowledge, connect, and communicate. Signavio offers a dynamic BPM system that helps you quickly realign your organization and bring changes to life immediately.

Software AG

Description: Software AG’s Digital Business Platform (DBP) is a business process management tool that provides the control needed to improve every business process’s speed, visibility, consistency, and agility while minimizing costs and increasing standardization. The solution combines the vendor’s webMethods BPMS product with its middleware stack and advanced analytics capabilities. With Software AG’s BPM system, users can build or change business practices and create applications that are as dynamic as their business is. The platform enables users to manage tasks and teams more efficiently, fostering greater collaboration between stakeholders and departments.

TIBCO

Description: TIBCO, a Business Unit of Cloud Software Group, offers a flexible, all-in-one platform offering complete visibility and resource management so businesses are in total control of their operations. TIBCO can react to business events in real-time, meeting all process needs. The platform offers Intelligent Work and Resource Management dashboards that allow users to work with process details for greater business insight. Of the many tools TIBCO offers, ‘Decisions’ can capture and model decision-making logic. Nimbus is another tool that can be used for process documentation. 

TrackVia

Description: TrackVia is a user-friendly offering often viewed as an alternative to many traditional BPM platforms. As a low-code platform, TrackVia allows users to quickly assemble applications to match their unique business processes without extensive IT assistance or coding knowledge. TrackVia provides real-time reports, interactive charts, intelligent charts, intelligent automation, and user permissions. The platform is ideal for manufacturing companies and looks to help them reduce manufacturing defects, manage CAPA processes, react to indicators of defects, and fix quality-related issues before they occur. 

WEBCON

Description: WEBCON is a software provider that offers an enterprise-grade and low-code business process automation and management platform to help companies worldwide improve efficiencies, streamline processes, and drive overall business growth. Its primary product, WEBCON BPS, is an enterprise-level Low-Code Application Platform (LCAP) and BPM solution outfitted with robotic process automation, rapid application development, document management systems, process modeling, and other capabilities for digital process automation. WEBCON’s solution suite can be tailored to multiple industries.

WorkflowGen

Description: WorkflowGen is a low-code/no-code platform designed to automate complex, human-centric processes and enhance those processes with AI agents to provide users with higher configurability. The company’s Hybrid Agentic Approach aims to combine the strengths of artificial intelligence with workflow automation so companies can streamline the implementation of AI systems, scale their business, and maintain consistent transparency, compliance, and security. Specific features available on its platform include no-code workflows, agent orchestration, a built-in web form designer, AI model integrations, enterprise process management, custom reports, and more.

Zoho

Description: Zoho Creator is an online application builder designed to help organizations manage their business processes better by equipping them with a massive array of tools and a feature-rich development platform. Using an intuitive drag-and-drop interface, users can develop custom applications without the hassle of coding. The system follows the highest security standards, keeping data safe and providing regular updates and backups. The platform gives users all Zoho features regardless of which package is purchased. 

The post The 25 Best Business Process Management Companies for 2025 appeared first on Solutions Review Technology News and Vendor Reviews.

Solutions Review’s listing of the best ERP software companies is an annual look into the solution providers included in our Buyer’s Guide and Solutions Directory. Our editors gathered this information via online materials, reports, product demonstrations, conversations with vendor representatives, and free trial examinations.

As the Enterprise Resource Planning (ERP) software marketplace continues to grow and evolve, evaluating and selecting a solution for your company has grown along with it. With so many different solutions for different industries, company sizes, and use cases, it can be challenging to narrow a search down to only the providers who offer software with the specific qualifications a company needs.

There’s no such thing as a one-size-fits-all ERP solution, either, so each team must make time for in-depth research into the capabilities, strengths, and potential drawbacks each one offers. With that in mind, Solutions Review editors updated this list of the best ERP software companies in the marketplace to consider if you’re looking for a new solution in 2025 (and beyond).

Note: Companies are listed in alphabetical order.

The Best ERP Software Companies for 2025

Acumatica

Description: Acumatica provides cloud and browser-based business management software solutions for small and mid-sized businesses. The Acumatica ERP solution offers clients a suite of integrated applications for financials, manufacturing, project accounting, retail, distribution, construction, and CRM that are all based around and powered by a single cloud-based platform. The company also has an extensive network of global partners and complementary applications that users can integrate into Acumatica’s solutions and expand its functionalities.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Aptean

Description: Aptean provides industry-specific software for specialized manufacturers and distributors across 20 markets worldwide. The company’s ERP, supply chain, transportation management, manufacturing execution, product lifecycle, customer experience, warehouse management, and other solutions can help businesses of all sizes scale and adapt to the trends in their industry. Aptean provides cloud and on-premise deployment options to meet the unique needs of each company they work with. The company’s ERP solutions are a good fit for food and beverage, process manufacturing, retail, distribution, and industrial manufacturing companies.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Certinia

Description: Certinia, formerly FinancialForce, provides customer-centric ERP, Professional Services Automation (PSA), and Customer Success Operations solutions for telecommunications, business services, health, digital communications, life sciences, and professional services. For example, its ERP Cloud software comes equipped with accounting, revenue management, usage billing, procurement, financial planning, subscription management, analytics, reporting, inventory management, order management, self-service billing, and other capabilities to help service organizations improve their business.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Deltek

Description: Deltek offers a collection of ERP, business development, professional services automation (PSA), project management, human capital management, information management, and small business software solutions. Deltek’s ERP and PSA solutions are available as cloud-based or on-premises systems and are developed to help companies streamline their core operations and boost departmental collaboration. The solution is used in many industries, including aerospace and defense, healthcare, non-profit, construction, accounting, engineering,  education, and more.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Deskera

Description: Deskera is an “all-in-one” integrated platform that provides SMBs with a suite of ERP, MRP, accounting, finance, inventory management, warehouse management, CRM, marketing, and human resource management products. Use cases for Deskera’s suite cover everything from accounting to budgeting, multi-channel order management, forecasting, revenue recognition, sales pipeline management, and more. With Deskera’s ERP, companies can automate and centralize their business processes, unlock real-time insights into their operations, increase business control, maximize data accuracy, fulfill orders faster, reduce costs, and improve customer service.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

ECI Software Solutions

Description: For more than 30 years, ECI Software Solutions has served companies in the manufacturing, wholesale/retail distribution, building, construction, and field service industries. It is a privately-held company providing on-premise and cloud-based technologies, alongside industry-specific software, for small to medium-sized companies. The services offered include implementations, consultations, management, analytics, support, and product-specific training to help business owners streamline their day-to-day operations. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Epicor

Description: Epicor Software Corporation provides flexible, cloud-based enterprise solutions for global companies in the manufacturing, distribution, building supply (LBM), retail, and automotive industries. The company has decades of experience equipping its clients with analytics, CRM, data management, ERP, e-commerce, financial, HR, sales, enterprise content management, business intelligence, and supply chain management tools. Epicor also offers consulting, update, migration, education, cybersecurity, and implementation services to help its clients succeed. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

ERPNext

Description: ERPNext is a free, web-based, open-source ERP solution to help small and medium businesses (SMBs) manage their inventory, accounting, sales, manufacturing, projects, website, purchase, and customer support. The solution is presented as a series of apps based on the MariaDB database system and uses JavaScript and a Python-based server-side framework. It offers solutions for companies in manufacturing, retail, education, non-profit, distribution, healthcare, agriculture, and services industries. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

GenetiQ

Description: GenetiQ is a cloud ERP solution from Intact Software, a global company that provides software solutions to dealers, retailers, wholesalers, and distributors. With GenetiQ, Intact has created an ERP tailored specifically for the lumber and building materials industry, with features for each sector. For example, the platform comes equipped with stock management, financial reporting, accounting, integrated business intelligence tools, CRM functionalities, workflow automation, point-of-sale features, mobile access, and a collection of integrations with e-commerce and other relevant technologies.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

IFS

Description: IFS develops and delivers ERP software for customers worldwide who manufacture and distribute goods, maintain assets, and manage service-focused operations. IFS’s products are user-friendly, flexible, and modular in design. The IFS Applications business software provides increased ERP functionality, including CRM, SCM, PLM, EOI, enterprise asset management, and MRO capabilities. IFS ERP includes planning and scheduling capabilities across Enterprise Project Management, Enterprise Asset Management, and Service Management functions. It can be configured for various industries and excels in demanding settings.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Infor

Description: Infor is a global provider of cloud-based software solutions for the manufacturing, distribution, consumer products, public sectors, energy, healthcare, hospitality, and service industries. The business applications Infor offers are specialized by industry and are built to give users everything they need to run day-to-day operations and grow their businesses for the long term. System functionalities can help users take advantage of data-driven insights, adapt to emerging trends and challenges, and accelerate their path to innovation. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Microsoft

Description: Microsoft’s Dynamics 365 suite goes beyond traditional ERP systems by bringing comprehensive enterprise resource planning functionality with the Office 365 apps you already know in a single, cloud-based service. If you’re a small or medium-sized business, it helps you manage your finances. If your enterprise is more extensive, you can manage your operations and increase your speed of doing business with insights that help you make data-driven decisions that improve overall business performance.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Multiview Financial Software 

Description: Multiview Financial Software provides companies with easy-to-use financial applications built to help users improve their financial planning and accounting efforts. As an “ERP software built for accountants by accountants,” Multiview comes equipped with core accounting capabilities for accounts payable, accounts receivable, and general ledger, alongside various business insights, automation, and inventory management tools. The Multiview Financial ERP platform provides organizations with a single point of truth that improves visibility across divisional, regional, or product line silos.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

My Office Apps

Description: My Office Apps offers a cloud-based, scalable, and configurable ERP system for growing companies. Kechie, the company’s ERP platform, is built to grow alongside a company and improve processes with AI-powered reporting tools, automation, and more. Specific features available with Kechie include contract management, CRM, equipment maintenance, procurement, RMA, order management, logistics, supply chain management, and warehouse management. Alongside its comprehensive ERP solution, My Office Apps also offers use-case-specific platforms for inventory management, manufacturing, and financial management.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

NetSuite

Description: Oracle Netsuite is a global provider of cloud-based services and ERP solutions for small, medium, and large organizations in over 20 industries. The company’s solution suite is designed to help organizations grow, scale, and adapt to changes in their industry. Its capabilities are an integrated system of features for enterprise resource planning, financial management, accounting, inventory management, HR, professional services automation, analytics, omnichannel commerce, and more. The company primarily works with healthcare, financial services, higher education, manufacturing, and retail. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Odoo

Description: Odoo provides companies with a suite of open-source business management applications for CRM, e-commerce, inventory management, point-of-sale, accounting, project management, human resources, and more. The company offers 30 applications that can be added to the platform as needed and cover everything from warehousing, manufacturing, and sales channels to timesheets, websites, purchasing, and more. With various pricing points for different needs, Odoo is an accessible option for growing companies looking for a solution that can scale alongside them.   

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Oracle

Description: Oracle is a leading cloud technology company providing organizations worldwide with various computing infrastructure and software products designed to help them innovate their business, unlock new efficiencies, and improve efficiency. With the Oracle Cloud Infrastructure, companies can move workloads from on-premises to the cloud and between the cloud, on-premises, and other clouds. Its product suite includes solutions for Enterprise Resource Planning (ERP), Supply Chain & Manufacturing (SCM), Customer Experience (CX), Human Capital Management (HCM), and more. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Priority Software

Description: Priority Software provides organizations of all sizes with flexible, scalable, and end-to-end ERP solutions. With built-in AI capabilities, an intuitive user experience (UX), various social engagement tools, mobile management, business intelligence, CRM, HR management, supply chain management, customer services, and other features, Priority’s cloud-based ERP system can meet the needs of companies across the manufacturing, distribution, construction, customer service, project management, and other SME organizations worldwide.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

QAD

Description: QAD began in 1979 as a small start-up looking to address a significant gap in business software for manufacturing companies. Today, they offer a flexible ERP solution for those same customers. Their ERP software is typically recommended for organizations with six or more users accessing the system. The platform provides users with around-the-clock and around-the-world support in all major languages. Running on the QAD Cloud, QAD’s “next generation” ERP delivers excellent availability and performance with the security demanded by a mission-critical application, including support for GPDR. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Ramco

Description: Ramco is an India-based software company and global provider of enterprise software. The company provides clients with an ERP suite equipped with functionalities for AI, machine learning, finance, accounting, quality management, supply chain management, HR, and other business tools. The company primarily works with aviation, manufacturing, facility management, logistics, energy, and other worldwide markets. With its cloud-based solution, companies will have a 360-degree view of their business anytime, from anywhere, as they can access each component of the suite over the internet from mobile or desktop devices.

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Sage

Description: Sage is a technology provider offering cloud business management solutions for worldwide small and medium-sized businesses in professional services, wholesale distribution, construction, manufacturing, non-profit, and food and beverage. The company offers three ERP solutions—Sage 100, Sage 300, and SageX3—equipped with inventory management, HR, accounting, CRM, and more. Sage also has a network of partners that customers can use to further their goals. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

SAP

Description: SAP, the German software giant, provides businesses with its SAP S/4HANA next-generation ERP software, offering robust functionality across some industries, including manufacturing, services, retail, wholesale distribution, and more. S/4HANA provides applications covering customer relationship management, financials, human capital management, and product lifecycle management. This vendor offers various solutions that primarily serve medium and large-sized businesses. It is a good choice for widespread and complex organizations that need to control many facets of their business. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

SYSPRO

Description: SYSPRO is a global provider of enterprise resource planning (ERP) software for companies of all sizes in the manufacturing and distribution markets. SYSPRO’s scalable ERP, CRM, smart manufacturing, and POS solutions can be deployed on-premises, in the cloud, or as a combination. Users can access the platform from any device connected to the internet. The company can also act as an advisor to clients, offering various support services to clients. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Unanet

Description: Unanet provides purpose-built ERP and CRM solutions for government contractors, project-driven organizations, and businesses in the architecture, construction, engineering, and professional services industries. The company’s solutions can help users improve company decision-making, convert data into actionable insights, promote business growth, automate essential processes, and optimize how their company manages projects, customers, people, data, and operations. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

Unit4

Description: Unit4 provides next-generation enterprise solutions for people-centric, mid-market organizations worldwide. The company’s cloud software combines financial, project management, HR, procurement, and FP&A capabilities into a unified platform capable of sharing real-time information with users. The company’s integrated suite of ERP software solutions is designed to help companies elevate their business by delivering improved visibility and control over finances, projects, procurement, reporting, forecasting, and payroll. 

Learn more about leading ERP products with Solutions Review’s Free ERP Buyer’s Guide.

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