Compare the Top ETL Software as of September 2026 - Page 5

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  • 1
    Datumize Data Collector
    Data is the key asset for every digital transformation initiative. Many projects fail because data availability and quality are assumed to be inherent. The crude reality, however, is that relevant data is usually hard, expensive and disruptive to acquire. Datumize Data Collector (DDC) is a multi-platform and lightweight middleware used to capture data from complex, often transient and/or legacy data sources. This kind of data ends up being mostly unexplored as there are no easy and convenient methods of access. DDC allows companies to capture data from a multitude of sources, supports comprehensive edge computation even including 3rd party software (eg AI models), and ingests the results into their preferred format and destination. DDC offers a feasible digital transformation project solution for business and operational data gathering.
  • 2
    BryteFlow

    BryteFlow

    BryteFlow

    BryteFlow builds the most efficient automated environments for analytics ever. It converts Amazon S3 into an awesome analytics platform by leveraging the AWS ecosystem intelligently to deliver data at lightning speeds. It complements AWS Lake Formation and automates the Modern Data Architecture providing performance and productivity. You can completely automate data ingestion with BryteFlow Ingest’s simple point-and-click interface while BryteFlow XL Ingest is great for the initial full ingest for very large datasets. No coding is needed! With BryteFlow Blend you can merge data from varied sources like Oracle, SQL Server, Salesforce and SAP etc. and transform it to make it ready for Analytics and Machine Learning. BryteFlow TruData reconciles the data at the destination with the source continually or at a frequency you select. If data is missing or incomplete you get an alert so you can fix the issue easily.
  • 3
    esProc

    esProc

    Raqsoft

    esProc is a professional structured computing tool, which is ready to use, built-in with SPL language more natural and easier to use than python. The more complex data processing is, the more obvious the features of simple SPL syntax and clear steps are. You can observe the result for each action and controlled the calculation process at will according to the outcome. It is especially suitable to solve the problem of order-related calculation, such as the typical problems in desktop data analysis: same period ratio, ratio compared to last period, relative interval data retrieving, ranking in groups, TopN in groups. esProc can directly process the data files such as CSV, Excel, JSON, and XML.
  • 4
    Azure Data Factory
    Integrate data silos with Azure Data Factory, a service built for all data integration needs and skill levels. Easily construct ETL and ELT processes code-free within the intuitive visual environment, or write your own code. Visually integrate data sources using more than 90+ natively built and maintenance-free connectors at no added cost. Focus on your data—the serverless integration service does the rest. Data Factory provides a data integration and transformation layer that works across your digital transformation initiatives. Data Factory can help independent software vendors (ISVs) enrich their SaaS apps with integrated hybrid data as to deliver data-driven user experiences. Pre-built connectors and integration at scale enable you to focus on your users while Data Factory takes care of the rest.
  • 5
    IBM DataStage
    Accelerate AI innovation with cloud-native data integration on IBM Cloud Pak for data. AI-powered data integration, anywhere. Your AI and analytics are only as good as the data that fuels them. With a modern container-based architecture, IBM® DataStage® for IBM Cloud Pak® for Data delivers that high-quality data. It combines industry-leading data integration with DataOps, governance and analytics on a single data and AI platform. Automation accelerates administrative tasks to help reduce TCO. AI-based design accelerators and out-of-the-box integration with DataOps and data science services speed AI innovation. Parallelism and multicloud integration let you deliver trusted data at scale across hybrid or multicloud environments. Manage the data and analytics lifecycle on the IBM Cloud Pak for Data platform. Services include data science, event messaging, data virtualization and data warehousing. Parallel engine and automated load balancing.
  • 6
    Microsoft Power Query
    Power Query is the easiest way to connect, extract, transform and load data from a wide range of sources. Power Query is a data transformation and data preparation engine. Power Query comes with a graphical interface for getting data from sources and a Power Query Editor for applying transformations. Because the engine is available in many products and services, the destination where the data will be stored depends on where Power Query was used. Using Power Query, you can perform the extract, transform, and load (ETL) processing of data. Microsoft’s Data Connectivity and Data Preparation technology that lets you seamlessly access data stored in hundreds of sources and reshape it to fit your needs—all with an easy to use, engaging, no-code experience. Power Query supports hundreds of data sources with built-in connectors, generic interfaces (such as REST APIs, ODBC, OLE, DB and OData) and the Power Query SDK to build your own connectors.
  • 7
    Flatly

    Flatly

    Flatly

    Sync data to flat files and sheets.
    Starting Price: $ 49 per user per month
  • 8
    Magnitude Angles
    Empower your business to answer the questions that matter most with self-service operational analytics and ready-to-run business reports across core processes. What if there was a way to really understand what’s going on in your organization? A way to not only report on events, but to react in real time to insights surfaced from deep within your supply chain, finance, manufacturing and distribution processes? Change the way you respond to the ever-shifting business landscape. Magnitude Angles helps you uncover insights previously locked deep in your SAP or Oracle ERP system and streamlines the data analysis process. Traditional BI tools understand rows, tables, and columns, but they have no concept of materials, orders, or cash. Angles is built on top of a context-aware, process-rich business data model that translates complex ERP data architectures into self-service business analytics, putting data closer to decision and helping turn data into insight, and insight into action.
  • 9
    Ab Initio

    Ab Initio

    Ab Initio

    Data arrives from every direction, growing in scale and complexity. Hidden in the data is knowledge and insight that is full of potential. Such potential is only fully realized when it permeates through to every decision and action the organization takes, second by second. As the business changes, so does the data itself, resulting in new knowledge and insight. A cycle is formed, learn and adapt. Industries as far ranging as financial services, healthcare, telecommunications, manufacturing, transportation, and entertainment have recognized the opportunity. Getting there is both challenging and exciting. Success demands new levels of speed and agility in understanding, managing, and processing vast amounts of continuously changing data. Complex organizations require a high performance data platform that is built for automation and self-service, that thrives amid change and adapts to new realities, and that can solve the toughest data processing and data management challenges.
  • 10
    Minitab Connect
    The best insights are based on the most complete, most accurate, and most timely data. Minitab Connect empowers data users from across the enterprise with self-serve tools to transform diverse data into a governed network of data pipelines, feed analytics initiatives and foster organization-wide collaboration. Users can effortlessly blend and explore data from databases, cloud and on-premise apps, unstructured data, spreadsheets, and more. Flexible, automated workflows accelerate every step of the data integration process, while powerful data preparation and visualization tools help yield transformative insights. Flexible, intuitive data integration tools let users connect and blend data from a variety of internal and external sources, like data warehouses, data lakes, IoT devices, SaaS applications, cloud storage, spreadsheets, and email.
  • 11
    Datametica

    Datametica

    Datametica

    At Datametica, our birds with unprecedented capabilities help eliminate business risks, cost, time, frustration, and anxiety from the entire process of data warehouse migration to the cloud. Migration of existing data warehouse, data lake, ETL, and Enterprise business intelligence to the cloud environment of your choice using Datametica automated product suite. Architecting an end-to-end migration strategy, with workload discovery, assessment, planning, and cloud optimization. Starting from discovery and assessment of your existing data warehouse to planning the migration strategy – Eagle gives clarity on what’s needed to be migrated and in what sequence, how the process can be streamlined, and what are the timelines and costs. The holistic view of the workloads and planning reduces the migration risk without impacting the business.
  • 12
    Coalesce

    Coalesce

    Coalesce.io

    Building and managing a fully documented data project takes a lot of time and manual coding. Not anymore. When we say we can help you transform data more efficiently, we can prove it. Column-aware architecture enables reusable data patterns and change management at scale. Bring visibility to change management and impact analysis for safer and more predictable data ops. Coalesce provides curated packages with best-practice templates to automatically generate native-SQL for Snowflake™. Have a unique need? No worries, templates are fully customizable. Navigating your data pipeline is easy in Coalesce. Each screen and button is designed to provide access to everything you need. Your data team has more control over every project, from comparing code side-by-side to instantly seeing project and audit history. Table-level and column-level lineage is automatically provided and always up-to-date.
  • 13
    Eficaz

    Eficaz

    Lera Technologies

    Eficaz data warehousing solutions by Lera Technologies creates a centralized data management platform that is instrumental in defining data models, data semantics and profile data, beyond sharing data preparations and datasets. Eficaz DW suite enables Business Intelligence reporting and visualization, thus offering a complete framework to accelerate flexible analytics through daily reports and dashboards.
    Starting Price: $0
  • 14
    Gemini Data

    Gemini Data

    Gemini Data

    Traditional data analytics solutions tend to be static and tabular, failing to capture the evolution of complex data relationships. By connecting the dots between data from disparate sources, Gemini Data helps organizations effectively transform data into stories. Gemini Explore transforms data analytics by enabling anyone to easily and intuitively interact with data using contextual storytelling. It’s all about simplifying and making it easier to see, understand, and communicate the complex – so people can learn faster and do their jobs better. Gemini Stream allows organizations to seamlessly collect, reduce, transform, parse, and route machine data from and to the most common Big Data platforms, using a single interface. Gemini Central provides state-of-the-art turnkey solution for your analytics needs as it is integrated and pre-configured with a lightweight OS and other management tools and applications.
  • 15
    Integrate.io

    Integrate.io

    Integrate.io

    Unify Your Data Stack: Experience the first no-code data pipeline platform and power enlightened decision making. Integrate.io is the only complete set of data solutions & connectors for easy building and managing of clean, secure data pipelines. Increase your data team's output with all of the simple, powerful tools & connectors you’ll ever need in one no-code data integration platform. Empower any size team to consistently deliver projects on-time & under budget. We ensure your success by partnering with you to truly understand your needs & desired outcomes. Our only goal is to help you overachieve yours. Integrate.io's Platform includes: -No-Code ETL & Reverse ETL: Drag & drop no-code data pipelines with 220+ out-of-the-box data transformations -Easy ELT & CDC :The Fastest Data Replication On The Market -Automated API Generation: Build Automated, Secure APIs in Minutes - Data Warehouse Monitoring: Finally Understand Your Warehouse Spend - FREE Data Observability: Custom
  • 16
    Meltano

    Meltano

    Meltano

    Meltano provides the ultimate flexibility in deployment options. Own your data stack, end to end. Ever growing connector library of 300+ connectors have been running in production for years. Run workflows in isolated environments, execute end-to-end tests, and version control everything. Open source gives you the power to build your ideal data stack. Define your entire project as code and collaborate confidently with your team. The Meltano CLI enables you to rapidly create your project, making it easy to start replicating data. Meltano is designed to be the best way to run dbt to manage your transformations. Your entire data stack is defined in your project, making it simple to deploy it to production. Validate your changes in development before moving to CI, and in staging before moving to production.
  • 17
    Polytomic

    Polytomic

    Polytomic

    From your app database, data warehouse, spreadsheets, or even arbitrary APIs. No coding is required. See a live view of all the customer data you need right in Salesforce, Marketo, HubSpot, and other business systems. Automatically pipe combined data from any number of databases, data warehouses, spreadsheets, and APIs. Choose which fields to sync so you only get the data you care about. Integrate with all of your favorite tools at the click of a button. Point-and-click interface to sync the data you need from your databases and spreadsheets to your business applications. Give your customer success and sales teams a full view of all your customer data right from their sales CRM. Automatic syncs from your data warehouses and databases to all business systems and spreadsheets. See all proprietary user and company attributes automatically synced to your CRM. Give your support team an instant live view of the customer data they need right from their support system.
  • 18
    Switchboard

    Switchboard

    Switchboard

    Aggregate disparate data at scale, reliably and accurately, to make better business decisions with Switchboard, a data engineering automation platform driven by business teams. Uncover timely insights and accurate forecasts. No more outdated manual reports and error-prone pivot tables that don’t scale. Directly pull and reconfigure data sources in the right formats in a no-code environment. Reduce your dependency on the engineering team. Automatic monitoring and backfilling make API outages, bad schemas, and missing data a thing of the past. Not a dumb API, but an ecosystem of pre-built connectors that are easily and quickly adapted to actively transform raw data into a strategic asset. Our team of experts has worked in data teams at Google and Facebook. We’ve automated those best practices to elevate your data game. A data engineering automation platform with authoring and workflow processes proven to scale with terabytes of data.
  • 19
    Montara

    Montara

    Montara

    Montara enables BI teams and data analysts, using SQL only, to model and transform their data easily and seamlessly and enjoy benefits such as modular code, CI/CD, versioning and automated testing and documentation. With Montara, analysts can quickly understand how changes to models impact analysis, reports and dashboards with report-level lineage and support for 3rd party visualization tools such as Tableau and Looker. Furthermore, BI teams can perform ad-hoc analysis and create reports and dashboards on Montara directly.
    Starting Price: $100/user/month
  • 20
    dataZap

    dataZap

    ChainSys

    Cloud to cloud and on premise to cloud data cleansing, migration, integration and reconciliation. Runs on OCI and offers secure connections to your Oracle Enterprise Applications on Cloud and on premise One platform for data & setup migrations, integrations, reconciliations, big data ingestions & archival 9000+ pre-built API templates and web services Data quality engine has pre-configured business rules to profile, clean, enrich & correct data Configurable, agile, and low code/no code Fully cloud-enabled so usage can be immediate Migration platform for migrating data into Oracle Cloud Applications, Oracle E-Business Suite, Oracle JD Edwards, Microsoft Dynamics, Oracle Peoplesoft and many other enterprise application environments, from any of above systems and many legacy applications. It is a robust and scalable Data Migration platform with a user-friendly interface. More than 3000+ Smart Data Adapters are available covering various Oracle Applications.
  • 21
    Unstructured

    Unstructured

    Unstructured

    80% of enterprise data exists in difficult-to-use formats like HTML, PDF, CSV, PNG, PPTX, and more. Unstructured effortlessly extracts and transforms complex data for use with every major vector database and LLM framework. Unstructured allows data scientists to pre-process data at scale so they spend less time collecting and cleaning, and more time modeling and analyzing. Our enterprise-grade connectors capture data wherever it lives, so we can transform it into AI-friendly JSON files for companies who are eager to fold AI into their business. You can count on Unstructured to deliver data that's curated, clean of artifacts, and most importantly, LLM-ready.
  • 22
    Estuary Flow
    Estuary Flow is a new kind of DataOps platform that empowers engineering teams to build real-time, data-intensive applications at scale with minimal friction. This platform unifies a team’s databases, pub/sub systems, and SaaS around their data, without requiring new investments in infrastructure or development.
    Starting Price: $200/month
  • 23
    ibi Data Migrator

    ibi Data Migrator

    Cloud Software Group

    ibi Data Migrator is a comprehensive ETL (Extract, Transform, Load) tool designed to streamline data integration across diverse platforms, from on-premises systems to cloud environments. It facilitates the automation of data warehouse and data mart creation, enabling access to source data in various formats and operating systems. The platform integrates multiple data sources into single or multiple targets, applying robust data cleansing rules and logic to ensure data quality. With specialized high-volume data warehouse loaders, users can schedule data updates at user-defined intervals, triggered by events or conditional dependencies. The system supports loading star schemas with slowly changing dimensions and offers extensive logging and transaction statistics for enhanced insight into data operations. Its graphical user interface, the data management console, allows for the design, testing, and execution of data and process flows.
  • 24
    Precog

    Precog

    Precog

    Precog is a cutting-edge data integration and transformation platform designed to empower businesses to effortlessly access, prepare, and analyze data from any source. With its no-code interface and powerful automation, Precog simplifies the process of connecting to diverse data sources, transforming raw data into actionable insights without requiring technical expertise. It supports seamless integration with popular analytics tools, enabling users to make data-driven decisions faster. By eliminating complexity and offering unparalleled flexibility, Precog helps organizations unlock the full potential of their data, streamlining workflows and driving innovation across teams and industries.
  • 25
    TROCCO

    TROCCO

    primeNumber Inc

    TROCCO is a fully managed modern data platform that enables users to integrate, transform, orchestrate, and manage their data from a single interface. It supports a wide range of connectors, including advertising platforms like Google Ads and Facebook Ads, cloud services such as AWS Cost Explorer and Google Analytics 4, various databases like MySQL and PostgreSQL, and data warehouses including Amazon Redshift and Google BigQuery. The platform offers features like Managed ETL, which allows for bulk importing of data sources and centralized ETL configuration management, eliminating the need to manually create ETL configurations individually. Additionally, TROCCO provides a data catalog that automatically retrieves metadata from data analysis infrastructure, generating a comprehensive catalog to promote data utilization. Users can also define workflows to create a series of tasks, setting the order and combination to streamline data processing.
  • 26
    Predactiv Data Platform
    The Predactiv Data Platform is an AI-driven unified data platform that combines advanced artificial intelligence, proprietary real-time behavioral datasets, and scalable data science capabilities to help organizations ingest, enrich, analyze, and activate data for actionable insights, audience creation, predictive modeling, and cross-channel data activation. It enables seamless data onboarding from any source, validation, and unification into a compliant foundation, and transformation into enriched datasets that reveal consumer intent, behavior, and predictive signals using AI-powered embeddings and agentic orchestration features. With its proprietary global digital behavioral and purchase data, the platform offers a 360-degree view of consumers that supports real-time insights and high-precision audience segments for marketing, advertising, and strategic decision-making, allowing brands and agencies to identify and target potential customers based on behavior.
  • 27
    Talend Data Fabric
    Talend Data Fabric’s suite of cloud services efficiently handles all your integration and integrity challenges — on-premises or in the cloud, any source, any endpoint. Deliver trusted data at the moment you need it — for every user, every time. Ingest and integrate data, applications, files, events and APIs from any source or endpoint to any location, on-premise and in the cloud, easier and faster with an intuitive interface and no coding. Embed quality into data management and guarantee ironclad regulatory compliance with a thoroughly collaborative, pervasive and cohesive approach to data governance. Make the most informed decisions based on high quality, trustworthy data derived from batch and real-time processing and bolstered with market-leading data cleaning and enrichment tools. Get more value from your data by making it available internally and externally. Extensive self-service capabilities make building APIs easy— improve customer engagement.
  • 28
    Enterprise Enabler

    Enterprise Enabler

    Stone Bond Technologies

    It unifies information across silos and scattered data for visibility across multiple sources in a single environment; whether in the cloud, spread across siloed databases, on instruments, in Big Data stores, or within various spreadsheets/documents, Enterprise Enabler can integrate all your data so you can make informed business decisions in real-time. By creating logical views of data from the original source locations. This means you can reuse, configure, test, deploy, and monitor all your data in a single integrated environment. Analyze your business data in one place as it is occurring to maximize the use of assets, minimize costs, and improve/refine your business processes. Our implementation time to market value is 50-90% faster. We get your sources connected and running so you can start making business decisions based on real-time data.
  • 29
    SnapLogic

    SnapLogic

    SnapLogic

    Quickly ramp up, learn and use SnapLogic to create, multi-point, enterprise- wide app and data integrations. Easily expose and manage pipeline APIs that extend your world. Eliminate slower, manual, error-prone methods and deliver faster results for business processes such as customer onboarding, employee onboarding and off-boarding, quote to cash, ERP SKU forecasting, support ticket creation, and more. Monitor, manage, secure, and govern your data pipelines, application integrations, and API calls––all from a single pane of glass. Launch automated workflows for any department, across your enterprise, in minutes – not days. To deliver superior employee experiences, the SnapLogic platform can bring together employee data across all your enterprise HR apps and data stores. Learn how SnapLogic can help you quickly set up seamless experiences powered by automated processes.
  • 30
    Data Bridge

    Data Bridge

    Brave River Solutions

    Data Bridge is Brave River’s ETL software (Extract, Transform, and Load) application that allows users to extract data from a source, then re-format and process that data before uploading it to the destination file. The Data Bridge's multi-step processing of data eliminates the added expense and errors associated with manual data entry. While ordinary ETL tools simply collect, format and deliver data, the Data Bridge also allows you to process and store that data, performing any number of transactions before loading. An unlimited number of transformation stages can be applied; resulting in perfectly formatted data throughout the entire ETL process.