Best ETL Tools for 2026

Hevo Data is a no-code, bi-directional data pipeline platform specially built for modern ETL, ELT, and Reverse ETL Needs. It helps data teams streamline and automate org-wide data flows that result in a saving of ~10 hours of engineering time/week and 10x faster reporting, analytics, and decision making. The platform supports 100+ ready-to-use integrations across Databases, SaaS Applications, Cloud Storage, SDKs, and Streaming Services. Over 500 data-driven companies spread across 35+ countries trust Hevo for their data integration needs. Try Hevo today and get your fully managed data pipelines up and running in just a few minutes.

Etlworks Integrator is a powerful and easy-to-use cloud data integration service that can work with structured and semi-structured data of all types and sizes. The Integrator software provides data integration solutions for all, such as data export or import, data synchronization, backup, transformation, automation, API creation or binding in the cloud, etc. Etlworks Integrator is both the most powerful and cost-effective tool for cloud data integration in the market. The platform works directly with the customer, without bureaucratic efforts to ensure that your system meets your needs. It also implements the features required by customers in a matter of weeks or even days. The platform provides a single tool for research, business analysis, and data visualization, which supports the search and visualization of data regardless of format and location. The platform integrator can be connected to almost all relational databases and noSQL.

Ascend software is a platform used to Autonomous Dataflow Service to build, scale, and operate continuously optimized. Build Spark-based pipelines with less code. Deploy and run seamlessly in Microsoft Azure, Amazon Web Services, and Google Cloud Platform. Build and visualize declarative configurations using modular transforms in SQL and PySpark, with full lineage and dependency management. Developers, Small, Medium and Large companies make use of the software.

Datafold is a data observability platform that helps users monitor the quality of their data through profiling, diffs and anomaly detection, integrated within their existing CI & infrastructure. Automated metrics monitoring module within the software, lets users create a smart alert from any SQL query in a single click. The platform runs detailed analysis through the normal behavior of its user’s data, offering timely notifications on detecting anomalies. Further, the ML model within the software is configured to adapt to the trend pattern and seasonality of users’ data, and build respective dynamic thresholds. Users are also allowed to adjust the sensitivity of anomaly detection. With Datafold, users can explore distributions, besides finding relevant fields and datasets. Moreover, the solution integrates with a variety of convenient channels such as Slack, PagerDuty, Email or custom webhooks to send notifications to its users. Other highlighted features of Datafold include, data Q and A automation, immediate impact, enterprise-ready etc.

Dexi.io is a digital commerce intelligence platform that enables enterprises to navigate/execute their strategies efficiently, to drive better market and revenue growth. Each enterprise gets a dedicated account manager that helps them to coordinate the delivery of data outputs, robots and integrations. In addition, the platform also enables users to set up a dedicated SLACK instant contact and messaging channel as per need. Which can also be used to directly contact Dexi.io’s experts for guidance. Further, Dexi.io even helps users to manage stakeholders access rights, set up dashboards, manage integrations, update alerts and schedule robot executions alike. These robots deliver the best service for extracting users’ targeted data. Alert and monitoring capabilities available within, helps enterprises manage outputs and performance of live extraction robots, 24/7. It also offers a wide range of training services for users such as classroom training, 1:1 advanced tuition and e-learning workshops. Other essential features include data quality checking practices, checking against selected data points and data normalisations.

Matillion ETL is a purpose-built tool designed to transform various cloud data warehouses. The software enables its users to take advantage of the flexibility, economics, and power of the cloud as it integrates with Google BigQuery, Amazon Redshift, and Snowflake. Users can use the software to load valuable data regarding their business into their cloud data warehouse. They can also transform this data in the cloud in order to unveil the hidden insights within the company. One can extract data from frequently used data sources and also load them into a cloud data warehouse with ease as Matillion ETL supports various data source connectors. The software helps the users to perform powerful transformations to prepare their data for consumption by the leading analytics tools such as Looker, Tableau, etc. The intuitive GUI provided by this ETL platform helps users to visually arrange sophisticated data workflows without any SQL coding. Users can avail the advantage of resource capacity by scheduling the data arrangements to run whenever the resources are available.

Make data complexities a thing of the past with Peliqan.io, the revolutionary all-in-one data platform designed for today's data-driven companies. Engineered to streamline the intricacies of data unification, Peliqan.io is a game-changer for developers, engineers, and business teams seeking efficiency and clarity from their data. Peliqan.io stands out with its robust, low-code data warehouse capabilities that cater perfectly to developers and engineers. The simplicity of the platform is evident in its no-code data access, allowing business teams to delve into insights without the usual technical hurdles. Instantly connect their applications and databases, and continue to use their favorite BI tools seamlessly. Experience the unique combination of magical SQL and intuitive low-code Python to automate and fine-tune their data integration with ease. With Peliqan.io, developers have the flexibility to write, test, and execute Python scripts through a low-code environment, making complex tasks more manageable. This includes the capacity to run machine learning models, build interactive UIs, and publish APIs with professional agility. Implementing reverse ETL is a breeze with just three lines of code, enabling organizations to synchronize their data effortlessly with RevOps, FinOps, and DataOps. Unlock the potential to activate their data like never before and drive operational efficiencies that elevate their business strategies. Peliqan.io ushers a new era of data management, where the barriers between complex data operations and actionable insights crumble. It's not just about managing data; it's about activating it for intelligent decision-making that propels their company forward. For professionals who envision a seamless data workflow and robust insights, Peliqan.io offers the comprehensive solution that bridges the gap between data chaos and clarity. Join the ranks of data-forward companies and transform their data perspective with Peliqan.io where data meets possibility.

hotglue is a versatile data integration and processing platform built on the open-source Singer specification. This powerful software equips developers and companies to consolidate data from diverse sources into unified views for analytics and operations. At its core, hotglue offers a robust toolkit for creating custom Python scripts that transform and preprocess data feeds before they reach their backends. Data experts can cleanse, normalize, filter, and manipulate inputs to derive maximum value. Hotglue handles underlying data pipelines, freeing engineers to focus on data itself. The platform truly shines through its support for over 100 pre-built Singer taps that integrate major SaaS, social media, database and legacy systems out-of-the-box. Connectors for leading services like Salesforce, Pipedrive, Hubspot and more make aggregation easy. With a few clicks, join data from multiple sources then schedule recurring jobs via API. hotglue was designed for developers building modern data stacks at growing companies. The intuitive interface accelerates ETL workflows while automated notifications provide insight into job status. Granular access controls also allow data teams to collaborate securely. Whether you need to quickly consolidate data for a short-term initiative or maintain durable pipelines to inform business decisions, hotglue offers the versatility required in today's dynamic environments. This platform saves developers time while unlocking deeper analysis from dispersed data sources. For scalable, maintainable integration, consider hotglue.

Synatic software is a feature-rich data integration and processing tool with a straightforward user interface for tackling data issues. It includes box logging, monitoring, automated triggers, and simple configuration. With Synatic, you may gather your data, push it to the appropriate system, or operationalize it for use by other systems. It transforms your data strategies by combining ETL, integration, API management, and data warehousing into a single solution. The technology is straightforward, requiring less skill learning time and demystifying data. To analyze consumer risk and guarantee that your organization satisfies regulatory requirements, you may effortlessly incorporate KYC, OFAC checks, and bank authorization procedures into your solution stack. It allows you to develop and automate your onboarding process to make sure your consumers get immediate value from your business by allowing you to do complicated data automation operations. Furthermore, its strong hybrid integration platform can ETL Salesforce data into your warehouse, allowing you to gain superior insights from raw customer data without having to write and manage cumbersome ETL scripts.

Airbyte is an open-source data integration solution, offering pre-built connectors from an API or UI. Enterprises can also customize the connectors to automate their data pipelines within a few minutes, besides generating pipelines in languages of their own choice. They do not have to worry about orchestration, scheduling or monitoring for a change. More than 800 companies are using the platform to get their data synced in real-time. Further, companies also get to self-host Airbyte, eliminating all chances of intervention by third parties. Services like optional, normalized schema let engineers opt for raw data to get going with their own normalization activities. Also, analysts can start using the data right away by opting for a similar module. Integrated APIs deployed by the software lets users get customized notifications without unnecessary delays. Companies just need to authenticate their warehouses and sources to get access to connectors that are capable of adapting to API related changes and schemas.

AINSYS is an advanced software solution that provides businesses with real-time synchronization of data, automated processes and secure storage of information. By using AINSYS, businesses can save time on mundane tasks while taking advantage of the efficient automation and secure data storage provided. This allows businesses to focus on what matters most - growing their business and creating creative solutions. With AINSYS, businesses can enjoy less work and more flow. AINSYS makes it easy to keep data safe, organized and up-to-date, so businesses can focus on the big picture. AINSYS helps businesses stay competitive by making sure that information is always up to date, so businesses can make informed decisions and stay ahead of the competition. With AINSYS, businesses can be sure that their data is secure and that their automated processes are running smoothly. With AINSYS, businesses can spend less time on mundane tasks and more time on the tasks that help grow their business.

CData Sync is an automated continuous data replication platform providing direct data synchronising options between on-premise and cloud data sources. It delivers impactful features for users to create and maintain a replica of their Saas/cloud data as per convenience. CData Sync provides users with a simple point-and-click replication mechanism, besides supporting accurate replication structures across a wide range of commonly used databases, with extensible data connectivity that can synchronise with completely new data stores. Moreover, users can extract data iteratively with the platform through fully automated extraction tools. Also, with secure backup and archiving facilities, they can protect their organisation from losing valuable data. CData Sync encrypts organisational data and stores it safely in a location of users' choice. CData Sync also supports numerous SaaS/Cloud destinations like Snowflake, Amazon S3, Cassandra and more for users to consolidate their data to data warehouses and get access to comprehensive analytics and reporting.

Daton is a data replication software to combine your business data into a data warehouse to make your data analytics-ready. It empowers every business to own their data using machine learning or agile analytics. Experimentation slows analysis down hence Daton and cloud data warehouse combined together to solve the problem by agile analytics while a consolidated data warehouse allows users to access data by the no-code interface of the software to stream data from various applications. As it is totally based on cloud, there is no data loss moreover, there is no coding and maintenance required and it is absolutely transparent. It provides scalability to keep your data updated and as it is a cloud-first data pipeline there is complete security of your data. If one is using any unsupported application, you can inform us and it will be built in a few days. No ETL development is required as it is a no-code data interface and real-time alert and monitoring is done to protect your data.

Foghub is a platform that offers its users with critical-path to IT/OT convergence, connecting sensors, devices, and systems with people, processes, and applications hence enabling automatic data acquisition, data engineering, transformations, advanced analytics, and ML. The software allows for its users to handle wide variety, volume, and velocity of industrial data with out of the box support for all data types, popular industrial network protocols, OT/lab systems, and databases. The easy to use fully configurable data flows to ensure the data remains available and usable by business stakeholders, when and where they want it in the system of their choice. Foghub enables its users to turbocharge existing business/IT systems with data, directly from the source of truth securely and transparently. The software offers an out of the box integration with most popular industrial network communication protocols, databases, cloud platforms, enterprise systems such as ERM, EAM, CRM, and CMMS, SaaS applications, messaging and communication platforms.

Kleene.ai is the AI data deployment partner. One AI-native platform – ingestion, transformation, modeling, analytics, AI Apps – with conversational analytics that lets your team iterate with data in plain English. Backed by a hands-on advisory team — strategy, delivery, custom development – that slots into the data architecture you already have, or builds one from scratch. Flat-fee pricing, unlimited data usage.

Lyftron is a data transformation platform that allows for on-the-fly data replication in near real time. It prevents unnecessarily long data preparation times and enables you to define virtual data sets before initiating a data pipeline. With Lyftron, any BI tool can be connected to data sources or duplicated tables. You can get access to all sources and data pipelines through a single ADO.NET/JDBC/ODBC driver. You can eliminate complications and load data to a target system in real time with little influence on source systems. It also enables users to add additional levels of encryption and protects important data automatically. You can use Lyftron to establish a data lake by connecting your data sources and using the built-in Apache Spark. This enables users to move at a later time. The platform offers a codeless development environment through an easy-to-use user interface along with data transmission rates that are among the fastest in the industry, as well as offers comprehensive monitoring and assured delivery. Additionally, users can integrate various forms of data without writing any code, enhancing developer productivity.