List of the Top 25 ETL Software for GitHub in 2026

Enhance the process of building ETL pipelines with the automation features offered by AnalyticsCreator, which boosts both the efficiency of pipeline development and oversight. Produce consistent, high-quality code compatible with platforms such as SSIS and Azure Data Factory, facilitating seamless data transfers throughout your ecosystem. Accommodate a variety of data transformations, which encompass cleansing, enrichment, and aggregation for both structured and unstructured data types. Oversee connections to an array of data sources and destinations, such as databases, data lakes, and cloud services, while benefiting from automated lineage tracking for improved visibility. Equip your team with version control and agile practices to foster greater adaptability and collaboration in workflows. Enhance your ETL operations with CI/CD integration for optimal flexibility.

Hevo Data is a user-friendly, bi-directional data pipeline solution designed specifically for contemporary ETL, ELT, and Reverse ETL requirements. By utilizing this platform, data teams can optimize and automate data flows throughout the organization, leading to approximately 10 hours saved in engineering time each week and enabling reporting, analytics, and decision-making processes to be completed 10 times faster. Featuring over 100 pre-built integrations that span Databases, SaaS Applications, Cloud Storage, SDKs, and Streaming Services, Hevo Data simplifies the data integration process. With a growing base of more than 500 data-centric organizations across more than 35 countries relying on Hevo, it has established itself as a trusted partner in the realm of data integration. This broad adoption highlights the platform's effectiveness in addressing the complex challenges faced by modern businesses in managing their data.

Grow is an all-in-one, no-code business intelligence (BI) platform designed to enable every member of your organization to make decisions based on data. Organizations can seamlessly connect to their data and extract valuable insights by integrating ETL processes, data warehousing, and visualization tools within a single platform. With our unlimited-user license model, all users can obtain the information they need without waiting for an analyst's assistance, empowering everyone to make informed decisions in real time and drive their growth forward. Additionally, Grow offers: - Unlimited user access - Over 100 integrations - No SQL knowledge needed (though it is an option) - Support from BI consultants - Simplified ETL processes - Interactive dashboards that adapt to your needs

Linx is a robust integration platform as a service (iPaaS) designed to facilitate the connection of various data sources, systems, and applications within organizations. Renowned for its flexibility akin to programming, the platform excels in managing intricate integrations on a large scale. As a result, it has become a favored option for expanding businesses that aim to adopt a cohesive integration strategy, streamlining their processes and enhancing operational efficiency. Additionally, Linx empowers users by providing the tools necessary to customize their integrations to meet specific business needs.

Analyzing data from your business solutions can be a swift process with Zuar Runner, which facilitates the automation of your ELT/ETL workflows by channeling data from numerous sources into a single destination. This comprehensive tool handles all aspects of data management, including transport, warehousing, transformation, modeling, reporting, and monitoring. With the assistance of our skilled professionals, you can expect a seamless and rapid deployment experience that enhances your operational efficiency. Your business will benefit from streamlined processes and improved data accessibility, ensuring you stay ahead in today’s competitive landscape.

Domo empowers all users to leverage data effectively, enhancing their contributions to the organization. Built on a robust and secure data infrastructure, our cloud-based platform transforms data into visible and actionable insights through intuitive dashboards and applications. By facilitating the optimization of essential business processes swiftly and efficiently, Domo inspires innovative thinking that drives remarkable business outcomes. With the ability to harness data across various departments, organizations can foster a culture of data-driven decision-making that leads to sustained growth and success.

Gathr serves as a comprehensive Data+AI fabric, enabling businesses to swiftly produce data and AI solutions that are ready for production. This innovative framework allows teams to seamlessly gather, process, and utilize data while harnessing AI capabilities to create intelligence and develop consumer-facing applications, all with exceptional speed, scalability, and assurance. By promoting a self-service, AI-enhanced, and collaborative model, Gathr empowers data and AI professionals to significantly enhance their productivity, enabling teams to accomplish more impactful tasks in shorter timeframes. With full control over their data and AI resources, as well as the flexibility to experiment and innovate continuously, Gathr ensures a dependable performance even at significant scales, allowing organizations to confidently transition proofs of concept into full production. Furthermore, Gathr accommodates both cloud-based and air-gapped installations, making it a versatile solution for various enterprise requirements. Recognized by top analysts like Gartner and Forrester, Gathr has become a preferred partner for numerous Fortune 500 firms, including notable companies such as United, Kroger, Philips, and Truist, reflecting its strong reputation and reliability in the industry. This endorsement from leading analysts underscores Gathr's commitment to delivering cutting-edge solutions that meet the evolving needs of enterprises today.

StarfishETL functions as a Cloud iPaaS solution, enabling the seamless integration of virtually any application with another, provided that both have an accessible API. This capability empowers StarfishETL users to exercise full control over their data initiatives, allowing them to establish distinctive and scalable data connections tailored to their specific needs. By facilitating such flexibility, StarfishETL enhances the overall efficiency of data management and integration processes for its clients.

Dagster serves as a cloud-native open-source orchestrator that streamlines the entire development lifecycle by offering integrated lineage and observability features, a declarative programming model, and exceptional testability. This platform has become the preferred option for data teams tasked with the creation, deployment, and monitoring of data assets. Utilizing Dagster allows users to concentrate on executing tasks while also pinpointing essential assets to develop through a declarative methodology. By adopting CI/CD best practices from the outset, teams can construct reusable components, identify data quality problems, and detect bugs in the early stages of development, ultimately enhancing the efficiency and reliability of their workflows. Consequently, Dagster empowers teams to maintain a high standard of quality and adaptability throughout the data lifecycle.

Airbyte is an innovative data integration platform that employs an open-source model, aimed at helping businesses consolidate data from various sources into their data lakes, warehouses, or databases. Boasting an extensive selection of more than 550 pre-built connectors, it empowers users to create custom connectors with ease using low-code or no-code approaches. The platform is meticulously designed for the efficient transfer of large data volumes, consequently enhancing artificial intelligence workflows by seamlessly integrating unstructured data into vector databases like Pinecone and Weaviate. In addition, Airbyte offers flexible deployment options that ensure security, compliance, and governance across different data models, establishing it as a valuable resource for contemporary data integration challenges. This feature is particularly significant for organizations aiming to bolster their data-driven decision-making capabilities, ultimately leading to more informed strategies and improved outcomes. By streamlining the data integration process, Airbyte enables businesses to focus on extracting actionable insights from their data.

Tugger efficiently and securely extracts your data from various business systems, seamlessly transferring it to analytics and visualization platforms like Power BI and Tableau, allowing you to create cutting-edge interactive reports. After transferring your data, Tugger ensures that you are equipped with essential business reports, offering a comprehensive end-to-end solution that significantly reduces the amount of time you need to spend on data management. This tool is designed as a no-code solution, simplifying your workflow by eliminating the necessity for manual API integrations and minimizing the likelihood of data inaccuracies. With no technical expertise required, all users can benefit from Tugger's outstanding support team whenever needed. Additionally, Tugger offers a range of data connectors that include HubSpot, Harvest, Microsoft Teams, JIRA, GitHub, simPRO, and many others, further enhancing its versatility and usability for diverse business needs.

5X is an all-in-one data platform that provides users with powerful tools for centralizing, cleansing, modeling, and effectively analyzing their data. The platform is designed to enhance data management processes by allowing seamless integration with over 500 data sources, ensuring efficient data flow across all systems through both pre-built and custom connectors. Covering ingestion, warehousing, modeling, orchestration, and business intelligence, 5X boasts an intuitive interface that simplifies intricate tasks. It supports various data movements from SaaS applications, databases, ERPs, and files, securely and automatically transferring data to data warehouses and lakes. With its robust enterprise-grade security features, 5X encrypts data at the source while also identifying personally identifiable information and implementing column-level encryption for added protection. Aimed at reducing the total cost of ownership by 30% when compared to custom-built solutions, the platform significantly enhances productivity by offering a unified interface for creating end-to-end data pipelines. Moreover, 5X empowers organizations to prioritize insights over the complexities of data management, effectively nurturing a data-centric culture within enterprises. This emphasis on efficiency and security allows teams to allocate more time to strategic decision-making rather than getting bogged down in technical challenges.

Xplenty serves as a flexible software tool for data integration and delivery, aiming to support small to medium enterprises as well as larger corporations by enabling the preparation and migration of data to the cloud for analysis. Among its notable features are data transformation capabilities, a user-friendly drag-and-drop interface, and smooth integration with over 100 data storage solutions and SaaS applications. Developers find it easy to weave Xplenty into their current data solution frameworks. Moreover, the platform allows users to schedule various tasks while efficiently monitoring their progress and status. This comprehensive functionality positions Xplenty as a powerful ally for users looking to streamline their data workflows and improve their analytical operations, ultimately driving better business insights. Additionally, the platform's adaptability makes it suitable for various industries, allowing organizations to tailor their data processes to meet specific needs.

Alooma equips data teams with extensive oversight and management functionalities. By merging data from various silos into BigQuery in real time, it facilitates seamless access. Users can quickly establish data flows in mere minutes or opt to tailor, enhance, and adjust data while it is still en route, ensuring it is formatted correctly before entering the data warehouse. With strong safety measures implemented, there is no chance of losing any events, as Alooma streamlines error resolution without disrupting the data pipeline. Whether managing a handful of sources or a vast multitude, Alooma’s platform is built to scale effectively according to your unique needs. This adaptability not only enhances operational efficiency but also positions it as an essential asset for any organization focused on data-driven strategies. Ultimately, Alooma empowers teams to leverage their data resources for improved decision-making and performance.

Fivetran is a market-leading data integration platform that empowers organizations to centralize and automate their data pipelines, making data accessible and actionable for analytics, AI, and business intelligence. It supports over 700 fully managed connectors, enabling effortless data extraction from a wide array of sources including SaaS applications, relational and NoSQL databases, ERPs, and cloud storage. Fivetran’s platform is designed to scale with businesses, offering high throughput and reliability that adapts to growing data volumes and changing infrastructure needs. Trusted by global brands such as Dropbox, JetBlue, Pfizer, and National Australia Bank, it dramatically reduces data ingestion and processing times, allowing faster decision-making and innovation. The solution is built with enterprise-grade security and compliance certifications including SOC 1 & 2, GDPR, HIPAA BAA, ISO 27001, PCI DSS Level 1, and HITRUST, ensuring sensitive data protection. Developers benefit from programmatic pipeline creation using a robust REST API, enabling full extensibility and customization. Fivetran also offers data governance capabilities such as role-based access control, metadata sharing, and native integrations with governance catalogs. The platform seamlessly integrates with transformation tools like dbt Labs, Quickstart models, and Coalesce to prepare analytics-ready data. Its cloud-native architecture ensures reliable, low-latency syncs, and comprehensive support resources help users onboard quickly. By automating data movement, Fivetran enables businesses to focus on deriving insights and driving innovation rather than managing infrastructure.

Streamline the centralization, transformation, and storage of your data with ease. Logstash acts as a free and open-source server-side data processing pipeline, adept at ingesting data from a multitude of sources, transforming it, and routing it to your chosen storage solution. This tool proficiently manages the entire process of data ingestion, transformation, and delivery, accommodating a wide array of formats and complexities. With the use of grok, you can extract structured information from unstructured data, decipher geographic coordinates from IP addresses, and protect sensitive information by either anonymizing or omitting certain fields, thus facilitating simpler data processing. Data often resides in disparate systems and formats, leading to silos that impede effective analysis. Logstash supports numerous input types, allowing for the concurrent collection of events from various common and diverse sources. It enables the effortless gathering of data from logs, metrics, web applications, data repositories, and an assortment of AWS services, all in a continuous streaming fashion. With its powerful features, Logstash equips organizations to effectively consolidate their data landscape, enhancing both accessibility and usability. You can explore more about Logstash and download it from this link: https://sourceforge.net/projects/logstash.mirror/.

Mozart Data serves as a comprehensive modern data platform designed for the seamless consolidation, organization, and analysis of your data. You can establish a contemporary data stack in just one hour, all without the need for engineering expertise. Begin leveraging your data more effectively and empower your decision-making processes with data-driven insights right away. Experience the transformation of your data management and analysis capabilities today.

IRI Voracity is a comprehensive software platform designed for efficient, cost-effective, and user-friendly management of the entire data lifecycle. This platform accelerates and integrates essential processes such as data discovery, governance, migration, analytics, and integration within a unified interface based on Eclipse™. By merging various functionalities and offering a broad spectrum of job design and execution alternatives, Voracity effectively reduces the complexities, costs, and risks linked to conventional megavendor ETL solutions, fragmented Apache tools, and niche software applications. With its unique capabilities, Voracity facilitates a wide array of data operations, including: * profiling and classification * searching and risk-scoring * integration and federation * migration and replication * cleansing and enrichment * validation and unification * masking and encryption * reporting and wrangling * subsetting and testing Moreover, Voracity is versatile in deployment, capable of functioning on-premise or in the cloud, across physical or virtual environments, and its runtimes can be containerized or accessed by real-time applications and batch processes, ensuring flexibility for diverse user needs. This adaptability makes Voracity an invaluable tool for organizations looking to streamline their data management strategies effectively.

Gravity is designed to streamline the process of streaming data from more than 100 sources, ensuring that users only incur costs for what they actually use. It features a user-friendly interface that removes the necessity for engineering teams to build complex streaming pipelines, enabling quick setup from databases, event sources, and APIs in a matter of minutes. This capability allows everyone on the data team to work in an intuitive point-and-click environment, thereby focusing on creating applications, services, and improving customer interactions. Moreover, Gravity includes robust execution tracing and clear error messages, which assist in the rapid identification and resolution of issues that may arise. To support a fast onboarding process, we have rolled out numerous new functionalities, such as bulk setup options, predefined schemas, customizable data selection, as well as various job modes and statuses. With Gravity, you can allocate less time to infrastructure management and dedicate more time to data analysis, thanks to our smart engine that ensures your pipelines operate without interruption. In addition, Gravity seamlessly integrates with your current systems to facilitate effective notifications and orchestration, thus improving overall workflow productivity. Ultimately, Gravity provides your team with the essential tools to effortlessly convert data into actionable insights, fostering a more data-driven decision-making process. This holistic approach not only enhances efficiency but also empowers teams to harness the full potential of their data resources.

Matia stands out as an all-encompassing DataOps platform designed to enhance modern data management by unifying critical functions into a single, integrated system. By combining ETL, reverse ETL, data observability, and a data catalog, it eliminates the dependency on disparate tools, thus addressing the complexities of managing fragmented data environments. This platform empowers organizations to effectively and dependably transfer information from various sources to data warehouses, employing advanced ingestion features, including real-time updates and robust error management. Additionally, it ensures the reliable return of quality data to operational tools for actionable business insights. Matia places a strong emphasis on built-in observability throughout the data pipeline, equipped with features like monitoring, anomaly detection, and automated quality checks to uphold data integrity and reliability, preventing potential issues from disrupting downstream operations. Consequently, organizations experience a smoother workflow and improved data utilization throughout their processes, ultimately fostering enhanced decision-making capabilities and operational efficiency.

Power Query offers an intuitive approach for connecting to, extracting, transforming, and loading data from various origins. Functioning as a powerful engine for data manipulation, it boasts a graphical interface that makes the data retrieval process straightforward, alongside a Power Query Editor for applying any necessary modifications. Its adaptability allows for integration across a wide array of products and services, with the data storage location being dictated by the particular application of Power Query. This tool streamlines the extract, transform, and load (ETL) processes, catering to users' diverse data requirements. With Microsoft's Data Connectivity and Data Preparation technology, accessing and managing data from hundreds of sources is made simple in a user-friendly, no-code framework. Power Query supports a wide range of data sources through built-in connectors, generic interfaces such as REST APIs, ODBC, OLE, DB, and OData, and it even provides a Power Query SDK for developing custom connectors to meet specific needs. This level of flexibility enhances Power Query's value, making it an essential resource for data professionals aiming to optimize their workflows and improve efficiency. As such, it empowers users to focus on deriving insights from their data rather than getting bogged down by the complexities of data handling.

Streamline Your Data Operations: Discover the first no-code data pipeline platform designed to enhance informed decision-making. Integrate.io stands out as the sole comprehensive suite of data solutions and connectors that facilitates the straightforward creation and management of pristine, secure data pipelines. By leveraging this platform, your data team can significantly boost productivity with all the essential, user-friendly tools and connectors available in one no-code data integration environment. This platform enables teams of any size to reliably complete projects on schedule and within budget constraints. Among the features of Integrate.io's Platform are: - No-Code ETL & Reverse ETL: Effortlessly create no-code data pipelines using drag-and-drop functionality with over 220 readily available data transformations. - Simple ELT & CDC: Experience the quickest data replication service available today. - Automated API Generation: Develop secure and automated APIs in mere minutes. - Data Warehouse Monitoring: Gain insights into your warehouse expenditures like never before. - FREE Data Observability: Receive customized pipeline alerts to track data in real-time, ensuring that you’re always in the loop.

Meltano provides exceptional adaptability for deploying your data solutions effectively. You can gain full control over your data infrastructure from inception to completion. With a rich selection of over 300 connectors that have proven their reliability in production environments for years, numerous options are available to you. The platform allows you to execute workflows in distinct environments, conduct thorough end-to-end testing, and manage version control for every component seamlessly. Being open-source, Meltano gives you the freedom to design a data architecture that perfectly fits your requirements. By representing your entire project as code, collaborative efforts with your team can be executed with assurance. The Meltano CLI enhances the project initiation process, facilitating swift setups for data replication. Specifically tailored for handling transformations, Meltano stands out as the premier platform for executing dbt. Your complete data stack is contained within your project, making production deployment straightforward. Additionally, any modifications made during the development stage can be verified prior to moving on to continuous integration, then to staging, and finally to production. This organized methodology guarantees a seamless progression through each phase of your data pipeline, ultimately leading to more efficient project outcomes.

Around 80% of corporate information is kept in complex formats like HTML, PDF, CSV, PNG, and PPTX, among others. Unstructured offers a solution to streamline the extraction and transformation of this intricate data, ensuring compatibility with all major vector databases and LLM frameworks. This platform allows data scientists to preprocess large volumes of data efficiently, freeing them to focus more on modeling and analysis rather than on the tedious tasks of data gathering and cleaning. Our enterprise-grade connectors facilitate the collection of data from diverse sources and convert it into AI-friendly JSON files, simplifying the integration of AI technologies within organizations. Trust Unstructured to deliver meticulously cleaned data, devoid of any artifacts, and importantly, optimized for LLMs. By doing so, we enable businesses to fully leverage their data for groundbreaking applications. Consequently, organizations can innovate more rapidly and effectively by utilizing the insights derived from their high-quality data.

TROCCO serves as a comprehensive modern data platform that empowers users to effortlessly integrate, transform, orchestrate, and manage data through a single, unified interface. It features a wide range of connectors that cover various advertising platforms, including Google Ads and Facebook Ads, alongside cloud services like AWS Cost Explorer and Google Analytics 4, in addition to supporting multiple databases such as MySQL and PostgreSQL, as well as data warehouses like Amazon Redshift and Google BigQuery. A key aspect of TROCCO is its Managed ETL functionality, which streamlines the data importation process by facilitating bulk ingestion of data sources and providing centralized management for ETL settings, thus eliminating the need for individual configurations. Moreover, TROCCO is equipped with a data catalog that automatically gathers metadata from the data analysis framework, resulting in a comprehensive catalog that improves the accessibility and utility of data. Users can also create workflows that allow them to systematically arrange tasks, ensuring a logical order and combination that enhances the efficiency of data processing. This functionality not only boosts productivity but also enables users to maximize the value of their data assets, fostering a more data-driven decision-making environment. Ultimately, TROCCO stands out as an essential tool for organizations aiming to harness the full potential of their data resources effectively.