# Best ETL Tools - Page 5 *By [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)* ETL (extract, transform, and load) tools transfer data between databases and external systems, supporting data replication, warehousing, analytics, data cleansing, and structuring, and increasingly support ELT workflows where transformation occurs within the target system rather than before loading. ### Core Capabilities of ETL Tools To qualify for inclusion in the ETL category, a product must: - Facilitate extract, transform, and load processes - Transform data for quality or visualization - Audit or record integration data - Archive data for backup, future reference, or analysis ### Common Use Cases for ETL Tools Data engineering and analytics teams use ETL tools to move and prepare data for reporting, analysis, and business intelligence. Common use cases include: - Replicating data from source systems into [data warehouses](https://www.g2.com/categories/data-warehouse) for centralized analytics - Cleansing and transforming raw data into structured, queryable formats - Building visual data workflows to automate recurring data transfer and integration processes ### How ETL Tools Differ from Other Tools ETL tools pre-process and transform data before loading it into the target system, distinguishing them from ELT approaches where the target system handles transformation after loading. While [data integration tools](https://www.g2.com/categories/data-integration-tools) cover a broader range of connectivity scenarios, ETL tools focus specifically on structured data movement pipelines with built-in transformation, auditing, and archiving capabilities. ### Insights from G2 on ETL Tools Based on category trends on G2, visual workflow builders and pre-built connectors stand out as standout features. These platforms deliver reductions in manual data preparation time and improved data quality as core benefits of ETL adoption. ## How Many ETL Tools Products Does G2 Track? **Total Products under this Category:** 247 ### Category Stats (May 2026) - **Average Rating**: 4.55/5 (↑0.02 vs Apr 2026) - **New Reviews This Quarter**: 230 - **Buyer Segments**: Mid-Market 53% │ Small-Business 31% │ Enterprise 16% - **Top Trending Product**: Cloudera Data Platform (+0.155) *Last updated: May 18, 2026* ## How Does G2 Rank ETL Tools Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 18,100+ Authentic Reviews - 247+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Top ETL Tools at a Glance | # | Product | Rating | Best For | What Users Say | |---|---------|--------|----------|----------------| | 1 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (748 reviews) | Unified lakehouse pipelines with governance and ML workflows | "[Databricks in my case: Multiple Integrations, Intuitive UI, and Reliable Performance](https://www.g2.com/survey_responses/databricks-review-12834055)" | | 2 | [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) | 4.5/5.0 (1,155 reviews) | Serverless analytics on large cloud datasets | "[Fast, Scalable Serverless Analytics and data mining with Google bigquery](https://www.g2.com/survey_responses/google-cloud-bigquery-review-12835204)" | | 3 | [Celigo](https://www.g2.com/products/celigo/reviews) | 4.6/5.0 (1,018 reviews) | NetSuite-centered app integration and sync | "[Celigo, a greta integrator with a University Lab inside it.](https://www.g2.com/survey_responses/celigo-review-10532295)" | | 4 | [Alteryx](https://www.g2.com/products/alteryx/reviews) | 4.6/5.0 (773 reviews) | Drag-and-drop data prep and reporting automation | "[Easy, Time-Saving Data Automation with Alteryx’s Drag-and-Drop Workflows](https://www.g2.com/survey_responses/alteryx-review-12594796)" | | 5 | [IBM watsonx.data](https://www.g2.com/products/ibm-watsonx-data/reviews) | 4.4/5.0 (159 reviews) | Lakehouse querying across object storage | "[Unified Data Management with Learning Curve](https://www.g2.com/survey_responses/ibm-watsonx-data-review-12817742)" | | 6 | [FME Platform](https://www.g2.com/products/fme-platform/reviews) | 4.6/5.0 (134 reviews) | Geospatial and multi-format data transformation | "[Great visual tool for ETL of databases, but the UI may become clunky](https://www.g2.com/survey_responses/fme-platform-review-12826438)" | | 7 | [Fivetran](https://www.g2.com/products/fivetran/reviews) | 4.3/5.0 (777 reviews) | Managed connector-based data ingestion | "[Effortless Data Integration with Wide Connectivity](https://www.g2.com/survey_responses/fivetran-review-12701875)" | | 8 | [Workato](https://www.g2.com/products/workato/reviews) | 4.7/5.0 (727 reviews) | Low-code workflow automation across SaaS apps | "[Effortless Integration with workato Support](https://www.g2.com/survey_responses/workato-review-12805302)" | | 9 | [Domo](https://www.g2.com/products/domo/reviews) | 4.3/5.0 (987 reviews) | Self-service ETL feeding business dashboards | "[All-in-One Platform for Real-Time Analytics and Dashboards](https://www.g2.com/survey_responses/domo-review-12676104)" | | 10 | [Skyvia](https://www.g2.com/products/skyvia/reviews) | 4.8/5.0 (319 reviews) | No-code CRM sync, backup, and scheduled ETL | "[Easy, No-Code Data Sync Setup with Straightforward Pricing](https://www.g2.com/survey_responses/skyvia-review-12828558)" | ## Which ETL Tools Is Best for Your Use Case? - **Leader:** [Databricks](https://www.g2.com/products/databricks/reviews) - **Highest Performer:** [Skyvia](https://www.g2.com/products/skyvia/reviews) - **Easiest to Use:** [Skyvia](https://www.g2.com/products/skyvia/reviews) - **Top Trending:** [Peliqan](https://www.g2.com/products/peliqan/reviews) - **Best Free Software:** [Fivetran](https://www.g2.com/products/fivetran/reviews) ## Which Type of ETL Tools Tools Are You Looking For? - [ETL Tools](https://www.g2.com/categories/etl-tools) *(current)* - [iPaaS Software](https://www.g2.com/categories/ipaas) - [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) - [Data Extraction Tools](https://www.g2.com/categories/data-extraction-tools) --- **Sponsored** ### Domo Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and generate dynamic reports and visualizations—all within a single interface. With built-in AI and automation capabilities, teams can easily build and use AI agents, streamline workflows, and create tailored solutions. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1181&secure%5Bdisplayable_resource_id%5D=1181&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1181&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=604&secure%5Bresource_id%5D=1181&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fetl-tools%3Fpage%3D5&secure%5Btoken%5D=bbb816eaa3d104268e95578f22c1dcd1c99195c0d01a3733e14d3b91b157b103&secure%5Burl%5D=https%3A%2F%2Fwww.domo.com%2Fsolution%2Fai-transform%3Futm_source%3DG2Crowd%26utm_medium%3Ddisplay%26utm_campaign%3DPortalSite_Category_ETL_FY27_NAM%26campid%3D701Vu00002CQHjpIAH&secure%5Burl_type%5D=custom_url) --- ## Buyer Guide: Key Questions for Choosing ETL Tools Software ### What do ETL tools do? When I explain ETL tools, I frame them as systems that help businesses move and prepare data across applications, databases, files, APIs, and cloud platforms. These platforms bring extraction, transformation, mapping, syncing, and loading into one workflow, so teams can support reporting, automation, analytics, and operations with cleaner data. Instead of moving data manually or building every connection from scratch, teams can create more reliable data flows with less integration effort. ### Why do businesses use ETL tools? From the G2 reviewer patterns I evaluated, businesses use ETL tools because disconnected systems create repetitive work, data gaps, and slow reporting. Users often mention the need to connect ERP, CRM, e-commerce, warehouse, finance, and analytics environments without manual exports. Common benefits include: - Less manual data entry and fewer spreadsheet workarounds. - Faster data movement between applications and reporting tools. - More reliable syncs across operations, finance, sales, and customer systems. - Clearer automation for repeatable workflows. - Better support for analytics, dashboards, and decisions. ### Who uses ETL tools primarily? After I evaluated G2 reviewer roles and job context, I found that ETL tools serve technical and business-facing teams: - **Administrators** manage integrations, monitor flows, and keep systems aligned. - **Data and analytics teams** prepare datasets, pipelines, warehouses, and reports. - **IT teams** connect applications, APIs, and cloud platforms. - **Operations teams** reduce manual order, inventory, finance, and customer work. - **Consultants** build integrations for client environments. ### What types of ETL tools should I consider? From the review themes I evaluated, buyers should compare several tool types: - **Application integration platforms** for business app connections and workflow automation. - **Data pipeline and warehouse tools** for scale, transformation logic, and analytics readiness. - **Low-code integration tools** for faster setup and visual flow design. - **Developer-oriented platforms** for APIs, custom logic, and complex environments. - **Cloud data platforms** for processing, governance, and analytics use cases. - **Specialized connector tools** when common systems must sync quickly. ### What are the core features to look for in ETL tools? When I break down G2 reviews for this category, I look closely at the themes users repeatedly mention: - Prebuilt connectors for common business systems that help reduce integration build time. - API support for custom integrations that help teams connect systems beyond native connector coverage. - Mapping and transformation controls that help teams clean, shape, and prepare data without relying on custom code for every change. - Workflow automation and scheduling that help pipelines run reliably on a repeatable cadence. - Monitoring, alerts, and error handling that help teams catch pipeline issues before they affect reporting, analytics, or downstream systems. - Clear setup and admin controls that help reduce dependency on specialized engineering resources. - Documentation and support resources that help teams onboard faster and troubleshoot integration issues. - Scalability for larger data volumes and complex pipeline architectures that help the platform support growing data needs over time. ### What trends are shaping ETL tools right now? Based on the reviewer sentiment I evaluated, several patterns stood out: - **Setup simplicity is advancing** without sacrificing depth or configurability. - **Low-code development** is shortening pipeline build times for non-engineering teams. - **Cloud-first architecture** is becoming the default as on-premise needs narrow to regulated use cases. - **AI-assisted workflow logic** is raising the bar for what teams expect from automation. - **Data quality and observability** are maturing into core pipeline requirements rather than afterthoughts. - **Cross-system integration coverage** is expanding as analytics, ERP, e-commerce, and finance ecosystems converge. ### How should I choose ETL tools? For me, the strongest ETL tools match your data sources, team depth, and maintenance needs. The G2 feedback I evaluated points to a clear decision path: prioritize connector fit, setup effort, transformation control, monitoring quality, support, and scale. If reviewers praise usability yet also cite learning curve, documentation, or pricing concerns, test onboarding and long-term administration before you commit. --- ## What Are the Top-Rated ETL Tools Products in 2026? ### 1. [K3](https://www.g2.com/products/k3/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 15 **Product Description:** LOW CODE INTEGRATION & STREAMING ETL. You don't need to know how to code to get your data where you want it. Whether you are looking to get your data into Snowflake, Redshift, or even legacy systems and databases K3 is your low code sustainable solution. Drop us a line for a demo or jump into AWS for a free test drive. -Large Adapter Library (connect to anything) -Intuitive Mapping -Data Rules Engine -Cloud or On-Premise #### What Are Recent G2 Reviews of K3? **"[Incredible Company](https://www.g2.com/survey_responses/k3-review-5368681)"** **Rating:** 5.0/5.0 stars *— Daniel M.* [Read full review](https://www.g2.com/survey_responses/k3-review-5368681) --- **"[K3 gives plenty of low-code ETL tools for quick data integration with AWS Redshift using K3 Adaptors](https://www.g2.com/survey_responses/k3-review-7136036)"** **Rating:** 4.0/5.0 stars *— Meghna S.* [Read full review](https://www.g2.com/survey_responses/k3-review-7136036) --- #### What Are G2 Users Discussing About K3? - [What is K3 used for?](https://www.g2.com/discussions/what-is-k3-used-for) ### 2. [Improvado](https://www.g2.com/products/improvado-improvado/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 78 **Product Description:** Improvado is an AI-powered marketing intelligence platform that enables marketing and analytics teams to unlock the full potential of their data for impactful business decisions. Designed for medium to large enterprises and agencies, Improvado seamlessly integrates, simplifies, governs, and attributes complex data from various sources, delivering a unified view of marketing ROI and performance. If you're looking to quickly transform your diverse marketing data into clear, actionable insights, Improvado has you covered. ### What Do G2 Reviewers Say About Improvado? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **quick and effective customer support** from Improvado, enhancing their overall experience significantly. - Users value the **excellent support** from Improvado, highlighting timely responses and ease of setting up connections. - Users value the **wide range of integrations** Improvado offers, ensuring seamless data management and analysis across platforms. - Users find Improvado's platform very **intuitive** , allowing easy onboarding and seamless management of data connections. - Users commend the **timely support and great ticket system** of Improvado, enhancing their overall experience with the tool. **Cons:** - Users find the **learning curve steep** , requiring technical expertise for effective use and data alignment challenges. - Users face a **complexity challenge** with Improvado, often struggling with data alignment and widget adjustments. - Users face **API limitations** with inconsistent data delivery and insufficient reporting for data extractions. - Users highlight the **complex setup** of Improvado, requiring significant effort to ensure data quality for effective reports. - Users find that **aligning data and adjusting widgets** can be challenging, complicating their overall experience with Improvado. #### What Are Recent G2 Reviews of Improvado? **"[Improvado has been a game-changer for our Marketing team!](https://www.g2.com/survey_responses/improvado-review-10028587)"** **Rating:** 5.0/5.0 stars *— Sid G.* [Read full review](https://www.g2.com/survey_responses/improvado-review-10028587) --- **"[Fine experience and would recommend](https://www.g2.com/survey_responses/improvado-review-11028625)"** **Rating:** 5.0/5.0 stars *— Verified User in Marketing and Advertising* [Read full review](https://www.g2.com/survey_responses/improvado-review-11028625) --- #### What Are G2 Users Discussing About Improvado? - [How much does marketing analytics cost?](https://www.g2.com/discussions/how-much-does-marketing-analytics-cost) - [What are market analysis tools?](https://www.g2.com/discussions/what-are-market-analysis-tools) - [What are digital marketing analytics tools?](https://www.g2.com/discussions/what-are-digital-marketing-analytics-tools) ### 3. [Adeptia Automate (formerly Adeptia Connect)](https://www.g2.com/products/adeptia-automate-formerly-adeptia-connect/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 18 **Product Description:** Adeptia Automate is an AI-native intelligent data automation platform built for enterprises that demand both innovation and reliability. With 25 years of enterprise data expertise, Adeptia combines the trust and scale of an established integration leader with the speed and flexibility of modern AI. Adeptia Automate delivers AI-powered first-mile data™ automation, transforming traditional point-and-click integration into natural-language-driven, AI-orchestrated workflows. Designed for developers, business users, and AI agents alike, the platform simplifies complex data mapping, partner onboarding, and workflow orchestration across highly variable formats and systems. Trusted by large organizations in regulated industries such as insurance and financial services, Adeptia embeds decades of domain knowledge directly into its Automate platform. Industry accelerators built from real-world implementations enable faster go-lives, reduced implementation risk, and measurable ROI. By uniting enterprise-grade rigor with AI-era agility, Adeptia helps organizations automate complex data processes faster, scale confidently, and turn integration into a competitive advantage. #### What Are Recent G2 Reviews of Adeptia Automate (formerly Adeptia Connect)? **"[Orion Advisor Solutions Adeptia Review](https://www.g2.com/survey_responses/adeptia-automate-formerly-adeptia-connect-review-8827189)"** **Rating:** 4.5/5.0 stars *— Cale H.* [Read full review](https://www.g2.com/survey_responses/adeptia-automate-formerly-adeptia-connect-review-8827189) --- **"[Unmatched Versatility in Data Transformation](https://www.g2.com/survey_responses/adeptia-automate-formerly-adeptia-connect-review-12646779)"** **Rating:** 5.0/5.0 stars *— Tiffany Z.* [Read full review](https://www.g2.com/survey_responses/adeptia-automate-formerly-adeptia-connect-review-12646779) --- #### What Are G2 Users Discussing About Adeptia Automate (formerly Adeptia Connect)? - [What is Adeptia Connect used for?](https://www.g2.com/discussions/what-is-adeptia-connect-used-for) ### 4. [Data Loader](https://www.g2.com/products/data-loader/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 15 **Product Description:** Data Loader is an easy and simple way to convert data between MySQL, MS SQL Server, Oracle, MS Access, FoxPro, Excel, CSV and Delimited Text Files. #### What Are Recent G2 Reviews of Data Loader? **"[Saves the time](https://www.g2.com/survey_responses/data-loader-review-10036425)"** **Rating:** 5.0/5.0 stars *— Verified User in Pharmaceuticals* [Read full review](https://www.g2.com/survey_responses/data-loader-review-10036425) --- **"[Excellent Application](https://www.g2.com/survey_responses/data-loader-review-10066106)"** **Rating:** 4.5/5.0 stars *— Mohan K.* [Read full review](https://www.g2.com/survey_responses/data-loader-review-10066106) --- #### What Are G2 Users Discussing About Data Loader? - [Which operations we can perform on DataLoader?](https://www.g2.com/discussions/which-operations-we-can-perform-on-dataloader) - [What is needed for data loader?](https://www.g2.com/discussions/what-is-needed-for-data-loader) - [What is data Loader software?](https://www.g2.com/discussions/what-is-data-loader-software) ### 5. [Apache NiFi](https://www.g2.com/products/apache-nifi/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 26 **Product Description:** Apache NiFi is an open-source data integration platform designed to automate the flow of information between systems. It enables users to design, manage, and monitor data flows through an intuitive, web-based interface, facilitating real-time data ingestion, transformation, and routing without extensive coding. Originally developed by the National Security Agency (NSA) as "NiagaraFiles," NiFi was released to the open-source community in 2014 and has since become a top-level project under the Apache Software Foundation. Key Features and Functionality: - Intuitive Graphical Interface: NiFi offers a drag-and-drop web interface that simplifies the creation and management of data flows, allowing users to configure processors and monitor data streams visually. - Real-Time Processing: Supports both streaming and batch data processing, enabling the handling of diverse data sources and formats in real-time. - Extensive Processor Library: Provides over 300 built-in processors for tasks such as data ingestion, transformation, routing, and delivery, facilitating integration with various systems and protocols. - Data Provenance Tracking: Maintains detailed lineage information for every piece of data, allowing users to track its origin, transformations, and routing decisions, which is essential for auditing and compliance. - Scalability and Clustering: Supports clustering for high availability and scalability, enabling distributed data processing across multiple nodes. - Security Features: Incorporates robust security measures, including SSL/TLS encryption, authentication, and fine-grained access control, ensuring secure data transmission and access. Primary Value and Problem Solving: Apache NiFi addresses the complexities of data flow automation by providing a user-friendly platform that reduces the need for custom coding, thereby accelerating development cycles. Its real-time processing capabilities and extensive processor library allow organizations to integrate disparate systems efficiently, ensuring seamless data movement and transformation. The comprehensive data provenance tracking enhances transparency and compliance, while its scalability and security features make it suitable for enterprise-level deployments. By simplifying data flow management, NiFi enables organizations to focus on deriving insights and value from their data rather than dealing with the intricacies of data integration. #### What Are Recent G2 Reviews of Apache NiFi? **"[Helpful Free Tool for Managing and Visualizing Data](https://www.g2.com/survey_responses/apache-nifi-review-12721658)"** **Rating:** 4.5/5.0 stars *— Shanmuganantha K.* [Read full review](https://www.g2.com/survey_responses/apache-nifi-review-12721658) --- **"[Nifi usage review](https://www.g2.com/survey_responses/apache-nifi-review-11352530)"** **Rating:** 4.5/5.0 stars *— Naresh M.* [Read full review](https://www.g2.com/survey_responses/apache-nifi-review-11352530) --- ### 6. [NinjaCat](https://www.g2.com/products/ninjacat/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 312 **Product Description:** NinjaCat is the all-in-one performance data and AI agent platform built for enterprise marketing teams. We help agencies, media companies, and brands unify campaign data, automate reporting, and execute marketing workflows with intelligent agents. NinjaCat connects to 150+ marketing platforms, normalizes your data in a fully managed warehouse, and delivers real-time insights through dashboards and custom reports. And with our growing library of AI agents, teams can go from insight to action—faster than ever. No more data chaos. No more Frankenstack. Just marketing that moves. Key capabilities include: --150+ prebuilt marketing data connectors --Fully managed Data Cloud --ETL + semantic data modeling --Report templates & interactive dashboards --Budget and KPI monitoring --AI Agents for tasks like paid search, reporting, ad ops & more --Enterprise-grade security and scale ### What Do G2 Reviewers Say About NinjaCat? *AI-generated summary from verified user reviews* **Pros:** - Users find NinjaCat to have an **incredibly easy interface** , allowing seamless creation of dashboards and reports. - Users highlight the **excellent customer support** of NinjaCat, making setup and navigation incredibly easy and efficient. - Users love the **easy integrations** of NinjaCat, allowing seamless connections to multiple data sources for reporting. - Users value the **seamless integrations** of NinjaCat, enabling easy data connections for versatile dashboards and reports. - Users appreciate the **navigation ease** of NinjaCat, finding it incredibly straightforward and user-friendly. **Cons:** - Users experience occasional **application instability** , leading to breakdowns that disrupt the overall user experience. - Users experience **software bugs** in NinjaCat, leading to occasional breakdowns despite its sophisticated technology. #### What Are Recent G2 Reviews of NinjaCat? **"[Endless Possibilities and Effortless Reporting with Ninjacat](https://www.g2.com/survey_responses/ninjacat-review-12180387)"** **Rating:** 5.0/5.0 stars *— Verified User in Marketing and Advertising* [Read full review](https://www.g2.com/survey_responses/ninjacat-review-12180387) --- **"[The best experience](https://www.g2.com/survey_responses/ninjacat-review-11775284)"** **Rating:** 5.0/5.0 stars *— Quoc Nhat T.* [Read full review](https://www.g2.com/survey_responses/ninjacat-review-11775284) --- #### What Are G2 Users Discussing About NinjaCat? - [What is NinjaCat used for?](https://www.g2.com/discussions/what-is-ninjacat-used-for) ### 7. [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) **Average Rating:** 4.1/5.0 **Total Reviews:** 131 **Product Description:** At Cloudera, we believe data can make what is impossible today, possible tomorrow. We deliver an enterprise data cloud for any data, anywhere, from the Edge to AI. We enable people to transform vast amounts of complex data into clear and actionable insights to enhance their businesses and exceed their expectations. Cloudera is leading hospitals to better cancer cures, securing financial institutions against fraud and cyber-crime, and helping humans arrive on Mars — and beyond. Powered by the relentless innovation of the open-source community, Cloudera advances digital transformation for the world’s largest enterprises #### What Are Recent G2 Reviews of Cloudera Data Platform? **"[Reliable Platform for Managing Large-Scale Data Pipelines](https://www.g2.com/survey_responses/cloudera-data-platform-review-11455117)"** **Rating:** 4.5/5.0 stars *— Paritosh C.* [Read full review](https://www.g2.com/survey_responses/cloudera-data-platform-review-11455117) --- **"[Easy to Use, Reliable, and Great for Team Collaboration](https://www.g2.com/survey_responses/cloudera-data-platform-review-12695378)"** **Rating:** 4.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/cloudera-data-platform-review-12695378) --- #### What Are G2 Users Discussing About Cloudera Data Platform? - [What is Cloudera used for?](https://www.g2.com/discussions/what-is-cloudera-used-for) - 1 comment - [What is Hortonworks Data Platform used for?](https://www.g2.com/discussions/what-is-hortonworks-data-platform-used-for) - [What is Cloudera Data Flow used for?](https://www.g2.com/discussions/what-is-cloudera-data-flow-used-for) ### 8. [WhereScape RED](https://www.g2.com/products/wherescape-red/reviews) **Average Rating:** 3.9/5.0 **Total Reviews:** 35 **Product Description:** WhereScape RED is a comprehensive data warehouse automation tool designed for developers, focusing on automating development, deployment, and operations of data infrastructure. It streamlines the data warehousing process by automating code generation, documentation updates, and workflow management, and integrates with leading data platforms. The tool supports rapid prototyping, full ELT capabilities, and provides a complete lifecycle management solution, enhancing efficiency and reducing the need for manual coding. ### What Do G2 Reviewers Say About WhereScape RED? *AI-generated summary from verified user reviews* **Cons:** - Users feel that the **poor documentation** of WhereScape RED hinders their understanding and effective usage of the product. #### What Are Recent G2 Reviews of WhereScape RED? **"[Excellent Data Automation Tool](https://www.g2.com/survey_responses/wherescape-red-review-9534316)"** **Rating:** 5.0/5.0 stars *— Michael L.* [Read full review](https://www.g2.com/survey_responses/wherescape-red-review-9534316) --- **"[Powerful template driven code generator](https://www.g2.com/survey_responses/wherescape-red-review-9339277)"** **Rating:** 4.0/5.0 stars *— Luqman Kajee H.* [Read full review](https://www.g2.com/survey_responses/wherescape-red-review-9339277) --- ### 9. [Actian DataConnect](https://www.g2.com/products/actian-dataconnect/reviews) **Average Rating:** 4.1/5.0 **Total Reviews:** 10 **Product Description:** Actian DataConnect is a hybrid integration solution that enables users to integrate anything, anywhere, anytime. It can be deployed in on-premise, cloud, and/or hybrid environments and offers quick onboarding. With its emphasis data quality, data reuse, adaptability and self-service integration, DataConnect is designed to support rapid onboarding and deliver the fast time to value. #### What Are Recent G2 Reviews of Actian DataConnect? **"[A developers perspective on Pervasive's Data Integrator](https://www.g2.com/survey_responses/actian-dataconnect-review-26236)"** **Rating:** 5.0/5.0 stars *— Nick H.* [Read full review](https://www.g2.com/survey_responses/actian-dataconnect-review-26236) --- **"[Using Pervasive](https://www.g2.com/survey_responses/actian-dataconnect-review-26251)"** **Rating:** 4.0/5.0 stars *— Brian L.* [Read full review](https://www.g2.com/survey_responses/actian-dataconnect-review-26251) --- ### 10. [Altova MapForce](https://www.g2.com/products/altova-mapforce/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 19 **Product Description:** Altova MapForce is an any-to-any data conversion and ETL tool for graphically defining and executing transformations for all popular data formats. Altova MapForce supports converting and transformation between any combination of XML, JSON, relational database, NoSQL database, EDI, text, Excel, XBRL, Google Protobuf, and Web services data. These powerful data mapping and integration tools convert your data instantly and provide multiple options to automate recurrent transformations. MapForce is a powerful, highly affordable data conversion and ETL tool for firms of all sizes. #### What Are Recent G2 Reviews of Altova MapForce? **"[Finest EDI mapping](https://www.g2.com/survey_responses/altova-mapforce-review-4265643)"** **Rating:** 5.0/5.0 stars *— Krishna C.* [Read full review](https://www.g2.com/survey_responses/altova-mapforce-review-4265643) --- **"[Increased productivity and high performance.](https://www.g2.com/survey_responses/altova-mapforce-review-7340686)"** **Rating:** 4.0/5.0 stars *— Juana W.* [Read full review](https://www.g2.com/survey_responses/altova-mapforce-review-7340686) --- ### 11. [BMC AMI DevX](https://www.g2.com/products/bmc-ami-devx/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 41 **Product Description:** BMC AMI DevX is a mainframe DevOps platform for IBM Z environments that helps development and platform engineering teams increase release velocity, reduce change risk, and build a sustainable mainframe developer workforce. Whether the priority is attracting the next generation of mainframe talent, safely evolving decades of business-critical code, accelerating release velocity, or demonstrating development ROI to leadership — BMC AMI DevX is designed to address all on a single platform. Teams can connect existing tools and adopt capabilities incrementally using an open-borders integration approach. A 2025 Forrester Total Economic Impact study found that customers using BMC AMI DevX onboarded developers 50% faster, completed code changes 33% faster, increased release frequency by 50%, and reduced change failure rate by 33%. Key capabilities: - Modern IDE integration (VS Code, Eclipse) with a unified development environment that reduces context switching - AI-powered code analysis including dependency mapping, impact analysis, and runtime execution path visualization - Automated unit, functional, integration, and performance testing with code coverage analysis - Git-compatible CI/CD integration with event-driven webhooks and an open plug-in library - DORA metrics and DevOps KPI tracking with AI/ML anomaly detection across the mainframe SDLC ### What Do G2 Reviewers Say About BMC AMI DevX? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of BMC AMI DevX, enabling smooth data editing and efficient project management. - Users value the **industry benchmarking feature** of BMC AMI DevX, enhancing performance comparison and reporting to executives. - Users value the **bug detection capabilities** of BMC AMI DevX, enhancing testing and debugging efforts significantly. - Users highlight the **excellent customer support** of BMC AMI DevX, making implementation and usage seamless. - Users value the **effective integration of Machine Learning** in BMC AMI DevX, facilitating smooth performance and insights. **Cons:** - Users face **complexity and limitations in customization** , making it challenging to tailor BMC AMI DevX to specific needs. - Users face **limited customization** challenges in BMC AMI DevX, hindering their ability to tailor the product effectively. - Users experience **compatibility issues** with BMC AMI DevX, especially when integrating with non-BMC tools. - Users find the **complex setup** challenging due to limited customization options and a steep learning curve. - Users face **configuration issues** that hinder personalization and integration with non-BMC tools, complicating the user experience. #### What Are Recent G2 Reviews of BMC AMI DevX? **"[BMC AMI DevX Makes Mainframe Development Feel Modern and Connected](https://www.g2.com/survey_responses/bmc-ami-devx-review-12786711)"** **Rating:** 4.5/5.0 stars *— Nijat I.* [Read full review](https://www.g2.com/survey_responses/bmc-ami-devx-review-12786711) --- **"[Transforms Mainframe Analytics with Valuable Insights](https://www.g2.com/survey_responses/bmc-ami-devx-review-12191093)"** **Rating:** 4.0/5.0 stars *— Pravalika .* [Read full review](https://www.g2.com/survey_responses/bmc-ami-devx-review-12191093) --- #### What Are G2 Users Discussing About BMC AMI DevX? - [What is BMC Compuware Xpediter used for?](https://www.g2.com/discussions/what-is-bmc-compuware-xpediter-used-for) ### 12. [ExtendInsights](https://www.g2.com/products/extendinsights/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 28 **Product Description:** Exporting and transforming data for reporting and analysis can be such a tedious and manual process. It’s time to ditch the old processes and empower Excel to facilitate the export, merge, blend, analysis, and enrichment of your data for the easiest and most accurate reporting you’ve experienced with the help of ExtendInsights. ExtendInsights is a direct integration app between Excel and popular business data sources such as NetSuite, Salesforce, HubSpot, Chargebee, and Stripe that exports and combines data to automate reporting workflows. Export data to Excel with a single click, then refresh spreadsheet data automatically or on demand for to-the-moment reports and dashboards. ExtendInsights extends the value of the applications you already have, while letting teams work where they want. Key features: Visualize data using dynamic pivot tables and charts Share easy-to-consume reports Leverage data source security to keep data secured CloudExtend empowers users to make faster, more insightful decisions by creating innovative, user-friendly applications that integrate workplace productivity tools with platforms they use every day to automatically add emails, events, and files to NetSuite from Gmail and Outlook, or use Excel and Power BI to improve reporting and analysis capabilities for popular data sources. Our integration apps eliminate hundreds of manual work hours, significantly reduce data import times, and facilitate a 360-degree view of customer activity. ### What Do G2 Reviewers Say About ExtendInsights? *AI-generated summary from verified user reviews* **Pros:** - Users find **ExtendInsights easy to use** , enabling efficient data management and streamlined workflows within NetSuite. - Users value the **seamless integrations** with platforms like NetSuite and Salesforce, enhancing data management and support. - Users find **data management simple and efficient** in ExtendInsights, significantly reducing manual entry tasks and enhancing usability. - Users value the **accuracy of information** provided by ExtendInsights, enhancing data-driven decision-making and integration efficiency. - Users value the **efficient data analysis** capabilities of ExtendInsights, significantly reducing time spent on report generation. **Cons:** - Users find the **complexity of template creation** challenging, particularly in determining the correct fields and formatting. - Users find that **data retrieval can be slow** with limitations on data types in the Data Management module. - Users find it challenging to choose fields for templates due to **difficulties in form design and troubleshooting**. - Users find the **learning curve steep** , especially when determining template fields and managing technical aspects. - Users face **slow data loading** as data appears in small increments, hindering efficiency when retrieving information. #### What Are Recent G2 Reviews of ExtendInsights? **"[Efficiency booster with Excellent Support](https://www.g2.com/survey_responses/extendinsights-review-12719262)"** **Rating:** 4.5/5.0 stars *— Verified User in Real Estate* [Read full review](https://www.g2.com/survey_responses/extendinsights-review-12719262) --- **"[Efficient Data Handling and Insights with ExtendInsights](https://www.g2.com/survey_responses/extendinsights-review-12726684)"** **Rating:** 5.0/5.0 stars *— Ian G.* [Read full review](https://www.g2.com/survey_responses/extendinsights-review-12726684) --- #### What Are G2 Users Discussing About ExtendInsights? - [What is CloudExtend Excel For NetSuite used for?](https://www.g2.com/discussions/what-is-cloudextend-excel-for-netsuite-used-for) - [What is CloudExtend Excel for Salesforce used for?](https://www.g2.com/discussions/what-is-cloudextend-excel-for-salesforce-used-for) ### 13. [Prophecy](https://www.g2.com/products/prophecy-prophecy/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 31 **Product Description:** Prophecy is the AI data prep and analysis platform. We make business data teams incredibly productive with AI agentic coworkers. Prophecy introduces an AI-powered data lifecycle — generate, refine, deploy — where AI agents and data teams collaborate across text, visual, and code interfaces to move faster, automate repetitive tasks, and ship trusted pipelines to production. ### What Do G2 Reviewers Say About Prophecy? *AI-generated summary from verified user reviews* **Pros:** - Users find the **load completion board easy to understand** , appreciating its clear visual layout for quick insights. - Users value the **integration capabilities** of Prophecy for efficient fleet management and streamlined dispatching. - Users praise the **intuitive design** of Prophecy, allowing for quick comprehension at a visual glance. - Users value the **speed** of Prophecy, enhancing efficiency in fleet management and routing for their trucks. **Cons:** - Users find Prophecy to be **not user-friendly** , as navigating its outdated interface and advanced features can be cumbersome. - Users find the **complex UI** encumbering, as navigating multiple windows complicates finding processes efficiently. - Users find the **advanced features difficult to figure out** , often needing support for assistance with Prophecy. - Users find that Prophecy has **feature limitations** , making it complicated and often needing support for advanced functionalities. - Users find the **high complexity** of Prophecy's advanced features challenging, often needing support for assistance. #### What Are Recent G2 Reviews of Prophecy? **"[Modern Code-First Spark Pipelines with a Clean Visual Interface](https://www.g2.com/survey_responses/prophecy-review-12836664)"** **Rating:** 4.0/5.0 stars *— Paridhi M.* [Read full review](https://www.g2.com/survey_responses/prophecy-review-12836664) --- **"[Prophecy and Samsara Together](https://www.g2.com/survey_responses/prophecy-review-11097313)"** **Rating:** 4.0/5.0 stars *— Robert K.* [Read full review](https://www.g2.com/survey_responses/prophecy-review-11097313) --- ### 14. [Lytics](https://www.g2.com/products/lytics/reviews) **Average Rating:** 3.9/5.0 **Total Reviews:** 67 **Product Description:** Lytics is a premier customer data platform for Google Cloud customers and 100% Google Cloud-native CDP. Lytics CDP offers a composable and modern architecture that fits with and accelerates your cloud data strategy. Integrated with existing cloud data warehouses, Lytics helps companies build a unified first-party data foundation, resolving identities to construct and maintain comprehensive profiles that are compliant, extensible, and accessible. Lytics connects to a robust ecosystem for third-party enrichment and activation using reverse ETL, generative AI, and the most comprehensive set of real-time connections into DSPs and action systems in the industry. Lytics unique approach enables brands to work without silos from a reliable source of truth, reimagining how they leverage their own customer data to increase customer engagement and boost ROI, empowering business users with the insights and tools they need to drive action while enabling compliance with global consumer data residency and privacy regulations. ### What Do G2 Reviewers Say About Lytics? *AI-generated summary from verified user reviews* **Pros:** - Users value Lytics for its **effective audience activation** , enhancing retargeting and segmentation for improved targeting. - Users value Lytics for its **excellent data management capabilities** , enhancing retargeting and segmentation for effective targeting. - Users value Lytics for its **excellent segmentation capabilities** , enhancing their retargeting strategies effectively. - Users value the **flexibility** of Lytics in retargeting and segmentation for enhanced marketing strategies. - Users value Lytics for its **effective journey creation** , enabling precise retargeting and segmentation for improved targeting. #### What Are Recent G2 Reviews of Lytics? **"[Simple, Powerful UI with Seamless CDP Integrations](https://www.g2.com/survey_responses/lytics-review-12639410)"** **Rating:** 4.5/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/lytics-review-12639410) --- **"[Game-Changer Platform for Marketers](https://www.g2.com/survey_responses/lytics-review-8360493)"** **Rating:** 5.0/5.0 stars *— Babita C.* [Read full review](https://www.g2.com/survey_responses/lytics-review-8360493) --- #### What Are G2 Users Discussing About Lytics? - [What is ActionIQ?](https://www.g2.com/discussions/what-is-actioniq) - [What is lytics io?](https://www.g2.com/discussions/what-is-lytics-io) - [What does Simon data do?](https://www.g2.com/discussions/what-does-simon-data-do) ### 15. [daasity](https://www.g2.com/products/daasity/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 17 **Product Description:** Daasity enables omnichannel consumer brands to be data-driven. Built by analysts and engineers, the Daasity platform supports the varied data architecture, analytics, and reporting needs of consumer brands selling via eCommerce, Amazon, retail, and wholesale. Using Daasity, teams across the organization get a centralized and normalized view of all their data, regardless of the tools in their tech stack and how their future data needs may change. For more information about Daasity, our 60+ integrations, and how the platform drives more profitable growth for 1600+ brands, visit us at Daasity.com. ### What Do G2 Reviewers Say About daasity? *AI-generated summary from verified user reviews* **Pros:** - Users benefit from the **comprehensive integration** capabilities and user-friendly dashboard templates for effective visualizations. - Users appreciate the **excellent customer support** from Daasity, facilitating easy data integration and visualization creation. - Users find the **easy-to-use dashboard templates** valuable for creating visualizations without needing data expertise. - Users find the **documentation helpful** , especially with integrated data sources and dashboard templates for easy visualizations. - Users appreciate the **ease of use** of Daasity, making data visualization accessible even for non-experts. **Cons:** - Users find the **dashboard issues** with Daasity challenging, as they seek more interactivity and ease of use. - Users find the **steep learning curve** and coding requirements of Daasity hinder dashboard usability and interactivity. - Users find the **steep learning curve** of Daasity challenging, especially for data modeling and prototyping dashboards. - Users find the **steep learning curve** and extensive coding needed for data modeling in Daasity challenging. - Users find the **steep learning curve** of Daasity challenging, limiting its effectiveness for prototyping and interactivity. #### What Are Recent G2 Reviews of daasity? **"[Flexible Data Platform That Scales With Your Business Needs](https://www.g2.com/survey_responses/daasity-review-12583904)"** **Rating:** 5.0/5.0 stars *— Hannah D.* [Read full review](https://www.g2.com/survey_responses/daasity-review-12583904) --- **"[Flexible Data Aggregation with Steep Learning Curve](https://www.g2.com/survey_responses/daasity-review-12608347)"** **Rating:** 4.5/5.0 stars *— Oren R.* [Read full review](https://www.g2.com/survey_responses/daasity-review-12608347) --- ### 16. [Y42](https://www.g2.com/products/y42-y42/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 21 **Product Description:** Y42’s Turnkey Data Orchestration Platform with embedded Observability gives data practitioners a unified space to reliably build, monitor, and maintain the flow of data to power their business analytics and AI applications. Y42 provides native integration of best-of-breed open-source data tools, comprehensive data governance, and better collaboration for data teams. With Y42, organizations enjoy increased accessibility to data and can make data-driven decisions reliably and efficiently. #### What Are Recent G2 Reviews of Y42? **"[dbt on steroids](https://www.g2.com/survey_responses/y42-review-8967021)"** **Rating:** 5.0/5.0 stars *— Pierre Z.* [Read full review](https://www.g2.com/survey_responses/y42-review-8967021) --- **"[Great integrated cloud platform with smooth workflows to build and run data pipelines](https://www.g2.com/survey_responses/y42-review-8532682)"** **Rating:** 5.0/5.0 stars *— Max P.* [Read full review](https://www.g2.com/survey_responses/y42-review-8532682) --- #### What Are G2 Users Discussing About Y42? - [What is Y42 used for?](https://www.g2.com/discussions/what-is-y42-used-for) ### 17. [CData Sync](https://www.g2.com/products/cdata-sync/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 19 **Product Description:** Unlike volume-based tools with unpredictable pricing, CData Sync offers a single platform for ETL and reverse ETL, with full deployment flexibility and fixed, scalable pricing—so your costs don’t balloon as your data grows. Connect to 250+ enterprise data sources, including: • Salesforce, Microsoft Dynamics, and SAP • SharePoint, NetSuite, Workday, and QuickBooks • ServiceNow, Xero, Sage Intacct, HubSpot, Marketo, Oracle • …and many more Replicate that data into your preferred destinations, such as: • Snowflake, Databricks, SQL Server, Redshift, OneLake, and others Deploy it your way—on-premises, in your own cloud, or in a private-cloud SaaS model. Getting started is simple: 1. Log in 2. Select your source tables 3.Set your sync interval CData Sync handles the rest, using efficient incremental updates that minimize load on your operational systems. The platform includes: • Point-and-click ETL/ELT/reverse ETL • Change Data Capture (CDC) with no elevated database permissions • Complete data control and custom SQL transformations • dbt integration CData Sync centralizes your automated data flows, giving you full control, faster delivery, and the freedom to scale without hidden fees. Download a 30-day free trial of CData Sync or learn more at: www.cdata.com/sync ### What Do G2 Reviewers Say About CData Sync? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of CData Sync, finding it straightforward and functional across various platforms. - Users appreciate the **extensive integrations** of CData Sync, enabling seamless connections with over 200 data sources. - Users value the **massive data integration** capabilities of CData Sync, facilitating easy access and reliable data backup. - Users value the **easy integrations** of CData Sync, which support over 200 data sources for seamless ETL automation. - Users value the **ETL automation and integration options** for efficient reporting and performance across multiple platforms. **Cons:** - Users are concerned about the **exponential price increases** with CData Sync after the initial contract period. - Users express concerns about **pricing issues** , noting significant increases in costs after the initial contract period. - Users experience **slow performance** with CData Sync, especially when handling larger volumes of data, impacting usability. - Users report **billing issues** due to steep price hikes after the initial contract year, impacting overall satisfaction. - Users experience **connection issues** with CData Sync that hinder smooth operation and data integration. #### What Are Recent G2 Reviews of CData Sync? **"[Effortless Multi-Platform Compatibility](https://www.g2.com/survey_responses/cdata-sync-review-11001619)"** **Rating:** 4.5/5.0 stars *— Serge A.* [Read full review](https://www.g2.com/survey_responses/cdata-sync-review-11001619) --- **"[Facebook Ads integration are working good now](https://www.g2.com/survey_responses/cdata-sync-review-7961087)"** **Rating:** 4.0/5.0 stars *— Cesar M.* [Read full review](https://www.g2.com/survey_responses/cdata-sync-review-7961087) --- #### What Are G2 Users Discussing About CData Sync? - [What is CData com?](https://www.g2.com/discussions/cdata-sync-what-is-cdata-com-e1dae9dd-8b39-4ae6-8902-ca7fbb2dc51a) - [What is CData com?](https://www.g2.com/discussions/cdata-sync-what-is-cdata-com-9a4d123a-9a7f-4bb7-96e4-0e05871b3de9) - [What is CData com?](https://www.g2.com/discussions/cdata-sync-what-is-cdata-com) ### 18. [Datorios](https://www.g2.com/products/datorios/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 10 **Product Description:** Rooted in the collective wisdom of the Apache Flink community and addressing the unique challenges faced by enterprises, Datorios is the first data observability platform for Apache Flink, empowering data engineers with the ability to supercharge real-time business innovation and make real-time data processing the organizational norm instead of the exception. Datorios provides never-before-seen insights into the streaming data that fuels streaming data applications and other realtime systems. Datarios reveals exactly how that data looks as it’s being transformed and processed within Apache Flink-based data pipelines, As a result, the development, troubleshooting, and auditing of real time AI applications becomes much easier. Datorios solves the very hard problem of helping Apache Flink developers see this data and all the different ways it can vary during each step of the Apache Flink program. Crucially important in order to speed up development and help engineers perfect the processing of real-time data. #### What Are Recent G2 Reviews of Datorios? **"[Easy to implement complex EtLT](https://www.g2.com/survey_responses/datorios-review-8128882)"** **Rating:** 4.5/5.0 stars *— Verified User in Financial Services* [Read full review](https://www.g2.com/survey_responses/datorios-review-8128882) --- **"[Datorios helps you Streamlining Your Workflow with Precision and Ease](https://www.g2.com/survey_responses/datorios-review-8501437)"** **Rating:** 4.5/5.0 stars *— Cassio B.* [Read full review](https://www.g2.com/survey_responses/datorios-review-8501437) --- ### 19. [Decodable](https://www.g2.com/products/decodable/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 16 **Product Description:** Decodable radically simplifies real-time ETL with a powerful, easy-to-use real-time ETL platform. By removing the challenges of building and maintaining infrastructure and pipelines, Decodable enables data teams to eliminate overhead, easily connect sources, perform real-time transformations, and reliably deliver data to any destination. ### What Do G2 Reviewers Say About Decodable? *AI-generated summary from verified user reviews* **Pros:** - Users value the **automation capabilities** of Decodable, allowing seamless migration and management of data pipelines effortlessly. - Users find Decodable to be a **very easy-to-use platform** , enabling quick prototype assembly and seamless data flow monitoring. - Users find Decodable's **easy setup** facilitates quick migration and simplifies pipeline management effortlessly. - Users enjoy the **ease of use** of Decodable, allowing quick prototypes and effective real-time data flow visualization. - Users find Decodable's **implementation ease** exceptional, allowing quick migration and effortless real-time data handling. **Cons:** - Users find the **FAQ poorly structured** , often needing support assistance despite their prompt response times. - Users experience **performance issues** with Decodable, as streams process only 1 to 2 records per second. - Users find the **poorly laid out FAQ** prompts frequent support visits, although support responds quickly. - Users experience **poor performance** with Decodable, processing only 1 to 2 records per second, affecting efficiency. - Users find the **resource-intensive learning** of Decodable to be overwhelming, processing minimal records per second. #### What Are Recent G2 Reviews of Decodable? **"[Unlocks AI applications by Simplifying Real-time Streaming and Infrastructure](https://www.g2.com/survey_responses/decodable-review-9930376)"** **Rating:** 4.5/5.0 stars *— Kevin K.* [Read full review](https://www.g2.com/survey_responses/decodable-review-9930376) --- **"[Onboarding could not be more easy](https://www.g2.com/survey_responses/decodable-review-10764019)"** **Rating:** 5.0/5.0 stars *— Martin S.* [Read full review](https://www.g2.com/survey_responses/decodable-review-10764019) --- ### 20. [elastic.io](https://www.g2.com/products/elastic-io/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 14 **Product Description:** elastic.io's microservices-based, cloud-native integration platform as-a-service (iPaaS) enables organizations to enhance integration capabilities across SaaS, on-premise, IoT and Mobile systems. With elastic.io iPaaS and its API-first approach, IT departments can foster digital transformation in their companies by connecting multiple cloud-based and on-premise applications, databases, systems and platforms easier and faster. elastic.io empowers organisations to enjoy the full potential of what the cloud has to offer and react faster to changing key business priorities. Check out our Blog at https://www.elastic.io/blog ### What Do G2 Reviewers Say About elastic.io? *AI-generated summary from verified user reviews* **Pros:** - Users find elastic.io great for **API Development** , particularly valuing its effectiveness for creating workspaces. - Users value the **flexible authentication support** of elastic.io, ensuring secure and efficient API integration experiences. - Users value the **flexible authentication support** through REST API, ensuring secure and thorough error investigation. - Users value the **excellent customer support** of elastic.io, ensuring thorough error investigations for secure tool usage. - Users find the **customization options** in elastic.io highly beneficial for creating tailored workspaces for developers. **Cons:** - Users experience **dependency issues** due to outdated components and inadequate documentation, impacting the integration process. - Users experience issues with **frequent updates** , leading to inconsistencies and compatibility problems with connected SaaS components. - Users report **outdated components** that may not align with the latest versions of connected SaaS applications. - Users note the **outdated content** in documentation and components, leading to synchronization issues with current SaaS versions. - Users find the **poor documentation** to be a significant drawback, leading to challenges in utilizing the product effectively. #### What Are Recent G2 Reviews of elastic.io? **"[A useful tool that can connect any SaaS with a REST API](https://www.g2.com/survey_responses/elastic-io-review-8043336)"** **Rating:** 5.0/5.0 stars *— Verified User in Information Services* [Read full review](https://www.g2.com/survey_responses/elastic-io-review-8043336) --- **"[Its good](https://www.g2.com/survey_responses/elastic-io-review-10661530)"** **Rating:** 5.0/5.0 stars *— M V.* [Read full review](https://www.g2.com/survey_responses/elastic-io-review-10661530) --- #### What Are G2 Users Discussing About elastic.io? - [What is elastic.io used for?](https://www.g2.com/discussions/what-is-elastic-io-used-for) ### 21. [Adriel](https://www.g2.com/products/adriel/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 41 **Product Description:** Adriel is a comprehensive AdOps platform designed to assist marketers in managing their advertising operations through no-code reporting and creative intelligence solutions. This platform caters to the needs of brands and agencies seeking to enhance their advertising strategies by providing tools that facilitate real-time data visualization and customizable dashboards. By integrating various data sources, Adriel enables users to optimize their campaigns, maximize their budgets, and ultimately drive growth. Targeted primarily at marketing professionals and agencies, Adriel serves as a vital resource for those looking to streamline their advertising efforts. The platform is particularly beneficial for teams that require a user-friendly interface to generate insights without needing extensive technical expertise. With its no-code approach, users can easily create reports and dashboards tailored to their specific needs, making it an ideal solution for both small businesses and large enterprises. One of the standout features of Adriel is its AI-driven insights, which provide users with actionable data to inform their decision-making processes. This capability allows marketers to identify trends and opportunities within their campaigns, ensuring that they can respond swiftly to changing market conditions. Additionally, the platform offers customizable widgets that enable users to visualize their data in ways that are most relevant to their objectives, enhancing the overall analytical experience. Adriel also excels in its ability to seamlessly map and blend data from various sources, allowing for a comprehensive view of campaign performance. This feature is crucial for marketers who need to consolidate information from different platforms and channels to gain a holistic understanding of their advertising efforts. Furthermore, the proactive alerts system keeps users informed of significant changes or anomalies in their data, enabling them to take immediate action when necessary. In essence, Adriel stands out in the business intelligence and reporting landscape by offering a powerful yet accessible solution for marketers. With its focus on automation, scalability, and hands-on support, it provides a robust framework for businesses looking to enhance their reporting capabilities and drive successful advertising campaigns. By leveraging Adriel's advanced features, brands can ensure they remain competitive in an ever-evolving digital marketplace. ### What Do G2 Reviewers Say About Adriel? *AI-generated summary from verified user reviews* **Pros:** - Users find Adriel's **ease of use** exceptional, enjoying seamless navigation and efficient reporting features that save time. - Users commend Adriel's **easy-to-use reporting** tools that simplify data sharing and enhance client understanding. - Users commend Adriel's **excellent customer support** , highlighting their knowledgeable staff and quick response times. - Users appreciate the **user-friendly analytics** of Adriel, enabling easy reporting and clear data sharing with clients. - Users appreciate Adriel's **effortless data consolidation** , which simplifies reporting and significantly saves time across multiple campaigns. **Cons:** - Users face challenges with **missing features** and complicated connections, making the setup process frustrating and inefficient. - Users report that the **complex setup** of Adriel is lengthy and lacks a streamlined process, complicating onboarding. - Users experience **erroneous data issues** that require manual checks, complicating the data management process. - Users find the **difficult setup** process for Adriel tedious, requiring time and effort to fully configure and understand. - Users find the **learning curve steep** , encountering challenges with setup and integration before becoming comfortable with Adriel. #### What Are Recent G2 Reviews of Adriel? **"[Simplifies Lead Management with Seamless Google Integration](https://www.g2.com/survey_responses/adriel-review-12241629)"** **Rating:** 4.0/5.0 stars *— Joseph J.* [Read full review](https://www.g2.com/survey_responses/adriel-review-12241629) --- **"[Streamlined Data Blending, Needs Enhanced UI](https://www.g2.com/survey_responses/adriel-review-12241576)"** **Rating:** 4.0/5.0 stars *— Brett T.* [Read full review](https://www.g2.com/survey_responses/adriel-review-12241576) --- #### What Are G2 Users Discussing About Adriel? - [What is Adriel used for?](https://www.g2.com/discussions/what-is-adriel-used-for) - 1 comment, 1 upvote ### 22. [Alloy Automation](https://www.g2.com/products/alloy-alloy-automation/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 49 **Product Description:** The Agentic AI Infrastructure Platform for Product and Engineering Teams Alloy Automation helps product and engineering teams power real-world AI capabilities by connecting their agents and applications to hundreds of critical business systems through the Model Context Protocol (MCP) and Connectivity API (CAPI). Together, they form the foundation of Alloy’s agentic infrastructure — enabling secure, context-aware, and scalable access to data and actions across every part of your tech stack. Connectivity API (CAPI) provides unified, programmatic access to over 400 SaaS, fintech, commerce, and ERP systems. It standardizes integration complexity through a single, reliable API that handles OAuth, schema mapping, retries, versioning, and monitoring — so developers can move faster without reinventing the wheel. With CAPI, you can embed real-time data flows and bi-directional sync into your product or agent framework in days instead of months. The Model Context Protocol (MCP) Registry allows teams to create and host MCP servers that bridge AI agents with real-world systems. Each MCP server provides secure, remote-hosted access to tools and data sources with built-in permissioning, authentication, and contextual metadata. Agents can discover, interpret, and execute tasks across connected systems — from CRMs and ERPs to payment and fulfillment platforms — all through a standardized, agent-native interface. Alloy also includes real-time monitoring and observability, offering full visibility into execution logs, data flow reliability, and performance across integrations and agentic actions. Optional headless UI components make it easy to embed agent or integration experiences directly into your product for a seamless, branded experience. Leading SaaS and enterprise companies — including Typeform, Xero, Mastercard, and UPS — rely on Alloy to accelerate their integration roadmaps, reduce engineering overhead, and enable AI agents to take meaningful, real-world action. Whether you’re enabling an AI agent to automate customer onboarding, trigger payments, or reconcile data, Alloy helps you go live in weeks instead of quarters. ### What Do G2 Reviewers Say About Alloy Automation? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Alloy Automation, streamlining workflows and simplifying integration processes effectively. - Users appreciate the **outstanding customer support** of Alloy Automation, noting their responsiveness and helpfulness. - Users appreciate the **easy integrations** with Alloy Automation, enjoying a streamlined process and responsive support. - Users value the **extensive integrations** offered by Alloy Automation, enhancing their workflow with seamless connectivity. - Users value the **time-saving automations** in Alloy Automation, enabling quick app connections and reducing engineering effort. **Cons:** - Users find the **difficult setup** process for Alloy Automation can be time-consuming and a bit cumbersome. - Users find the **learning curve challenging** , with some workflows requiring excessive trial-and-error and slowing down progress. - Users find the **missing features** in Alloy Automation limiting, craving improved testing capabilities and admin dashboard functionality. - Users experience **poor integration** challenges, struggling with a confusing UI and cumbersome workflow updates. - Users find the **UI design issues** of Alloy Automation frustrating, making workflows harder to manage and debug. #### What Are Recent G2 Reviews of Alloy Automation? **"[Smooth automation experience with excellent support!!!!](https://www.g2.com/survey_responses/alloy-automation-review-11913559)"** **Rating:** 4.5/5.0 stars *— Aakash T.* [Read full review](https://www.g2.com/survey_responses/alloy-automation-review-11913559) --- **"[Effortlessly Streamlines Workflows and Eliminates Repetitive Tasks](https://www.g2.com/survey_responses/alloy-automation-review-11908501)"** **Rating:** 4.5/5.0 stars *— PRACHIT K.* [Read full review](https://www.g2.com/survey_responses/alloy-automation-review-11908501) --- ### 23. [Artie](https://www.g2.com/products/artie-data/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 23 **Product Description:** Artie is pioneering a new category of data infrastructure: fully managed CDC streaming. From capturing changes to merges, backfills, and observability — Artie automates the entire data ingestion lifecycle. By eliminating brittle orchestration, manual backfill logic, and silent failures, Artie delivers production-grade infrastructure you can trust — with no maintenance required. With strong, flexible pipelines as their backbone, teams at Substack, Alloy, and Wasserman are able to ship faster, launch new data products, and scale confidently — without rebuilding infrastructure every time their strategy evolves. ### What Do G2 Reviewers Say About Artie? *AI-generated summary from verified user reviews* **Pros:** - Users commend Artie's **amazing customer support** , noting prompt responses and assistance with essential features and setup. - Users appreciate the **ease of use** of Artie, simplifying complex data replication processes effortlessly. - Users value the **easy setup** of Artie, enabling quick implementation and efficient data integration within minutes. - Users praise Artie's **intuitive interface and exceptional support** , enhancing customer satisfaction with reliable real-time reporting. - Users praise Artie's **reliability** , appreciating its flawless replication and consistent performance for critical data needs. **Cons:** - Users find the **difficult setup** for Artie challenging, especially when using less common tech stacks. - Users note **limited features** in Artie, especially for those seeking advanced control and visibility in their projects. - Users are frustrated by the lack of **third-party API connectors** , limiting their ability to transfer data easily. - Users are frustrated by the **lack of third-party API connectors** , limiting data transfer capabilities with Artie. - Users find the **complex setup** for Artie challenging, especially with database configuration for effective streaming CDC. #### What Are Recent G2 Reviews of Artie? **"[Data replication done right](https://www.g2.com/survey_responses/artie-review-11098060)"** **Rating:** 5.0/5.0 stars *— Ameya B.* [Read full review](https://www.g2.com/survey_responses/artie-review-11098060) --- **"[Set-and-Forget Replication – Effortless Data Reliability](https://www.g2.com/survey_responses/artie-review-11112743)"** **Rating:** 5.0/5.0 stars *— Jakub R.* [Read full review](https://www.g2.com/survey_responses/artie-review-11112743) --- ### 24. [Informatica Cloud Mass Ingestion](https://www.g2.com/products/informatica-cloud-mass-ingestion/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 9 **Product Description:** Informatica Cloud Mass Ingestion is a cloud-native solution designed to facilitate the rapid and efficient ingestion and replication of enterprise data into cloud data warehouses, lakes, and messaging hubs. It supports various data ingestion methods, including batch processing, streaming, real-time, and change data capture (CDC, enabling organizations to handle vast amounts of data seamlessly. Key Features and Functionality: - Quick Task Creation: Utilizes a four-step, wizard-based interface to build data ingestion jobs in minutes, simplifying the setup process. - Simplified Data Ingestion: Offers a cloud-native solution with out-of-the-box connectivity, streamlining the ingestion and replication of data from diverse sources. - Flexible Scaling: Capable of ingesting terabytes of data using batch, streaming, or CDC methods, accommodating various data types and volumes. - Comprehensive Source Support: - Database and CDC Ingestion: Supports batch or CDC ingestion from relational databases such as Oracle, SQL Server, and MySQL. - Application Ingestion: Ingests data from applications like Salesforce, SAP ECC, and Dynamics 365. - Streaming Data Ingestion: Collects, filters, combines, and ingests data from streaming and IoT endpoints. - File Ingestion: Facilitates the transfer of files of any size with scalability and optimization. Primary Value and User Solutions: Informatica Cloud Mass Ingestion addresses the challenges of efficiently managing large-scale data ingestion by providing a unified, code-free platform that accelerates the process. It enables organizations to quickly ingest and replicate data from a variety of sources, ensuring that analytics and AI initiatives are fueled with timely and accurate data. By simplifying the ingestion process and offering flexible scaling options, it reduces operational costs and enhances the agility of data management strategies. #### What Are Recent G2 Reviews of Informatica Cloud Mass Ingestion? **"[Helpful for learning Materials](https://www.g2.com/survey_responses/informatica-cloud-mass-ingestion-review-8705517)"** **Rating:** 4.5/5.0 stars *— Trung R.* [Read full review](https://www.g2.com/survey_responses/informatica-cloud-mass-ingestion-review-8705517) --- **"[processing and massive data ingestion in the cloud](https://www.g2.com/survey_responses/informatica-cloud-mass-ingestion-review-8565026)"** **Rating:** 5.0/5.0 stars *— Miguel P.* [Read full review](https://www.g2.com/survey_responses/informatica-cloud-mass-ingestion-review-8565026) --- #### What Are G2 Users Discussing About Informatica Cloud Mass Ingestion? - [Is Informatica a data ingestion tool?](https://www.g2.com/discussions/informatica-cloud-mass-ingestion-is-informatica-a-data-ingestion-tool) - [Is Informatica a data ingestion tool?](https://www.g2.com/discussions/is-informatica-a-data-ingestion-tool) - [What is cloud ingestion?](https://www.g2.com/discussions/informatica-cloud-mass-ingestion-what-is-cloud-ingestion) ### 25. [Meltano](https://www.g2.com/products/meltano/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 7 **Product Description:** Meltano brings joy to Extract & Load. By unlocking software development workflows for data movement, it gives data engineers complete control and visibility of their pipelines, delivering unparalleled efficiency and confidence in every change. With a workflow built around a Git repository, YAML files, and a CLI, a library of 550+ open source connectors, and an SDK for custom connectors, data teams can fetch data from anywhere, send data anywhere, and transform their data their way. Meltano is open source and can be self-managed or deployed on Meltano Cloud. #### What Are Recent G2 Reviews of Meltano? **"[With Meltano, I get to spend my time delivering business value and not worrying about my tools](https://www.g2.com/survey_responses/meltano-review-7836789)"** **Rating:** 5.0/5.0 stars *— Matt M.* [Read full review](https://www.g2.com/survey_responses/meltano-review-7836789) --- **"[We estimate a $50k savings by moving a single tap from a well-known cloud competitor to Meltano](https://www.g2.com/survey_responses/meltano-review-7836500)"** **Rating:** 5.0/5.0 stars *— Andy C.* [Read full review](https://www.g2.com/survey_responses/meltano-review-7836500) --- ## What Is ETL Tools? [Cloud Data Integration Software](https://www.g2.com/categories/cloud-data-integration) ## What Software Categories Are Similar to ETL Tools? - [iPaaS Software](https://www.g2.com/categories/ipaas) - [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) - [Data Extraction Tools](https://www.g2.com/categories/data-extraction-tools) --- ## How Do You Choose the Right ETL Tools? ### What You Should Know About ETL Tools ### ETL software buying insights at a glance Organizations today manage data across multiple applications, databases, and cloud environments. [ETL tools](https://www.g2.com/categories/etl-tools) help teams extract, transform, and load that data into centralized systems where it can be analyzed and used for reporting or operational decision-making. As companies adopt [cloud data warehouses](https://www.g2.com/categories/data-warehouse) and modern analytics stacks, these solutions play an important role in keeping data pipelines reliable and consistent.  The best ETL tools help organizations reduce manual scripting, maintain consistent data pipelines, and support large volumes of data across multiple integrations. As data environments grow more complex, ETL providers increasingly focus on simplifying integrations and enabling faster access to analytics-ready data. Common use cases focus on simplifying how data moves and gets prepared across systems. Teams use these tools to automate pipelines between SaaS apps, databases, and warehouses, consolidate data for unified reporting, and transform raw inputs into analytics-ready datasets for [BI tools](https://www.g2.com/categories/business-intelligence). They also help maintain consistent, reliable data flows across distributed environments, supporting cloud data warehouses and modern analytics platforms. Pricing varies across the category depending on the number of integrations, pipeline volume, and transformation complexity. Many vendors use usage-based pricing models tied to data volume or connectors. Entry-level plans often support smaller teams or limited pipelines, while enterprise deployments add advanced monitoring, governance, and scalability capabilities. ### Top 5 FAQs from software buyers - How do ETL tools support modern data stacks and cloud-based data architectures? - How well do ETL platforms integrate with cloud data warehouses like BigQuery, Snowflake, or Redshift? - Which ETL tools simplify pipeline management and reduce maintenance overhead for data teams? - What level of scalability and performance do ETL solutions provide for large-scale data pipelines? - Which ETL providers offer the broadest integration support across SaaS applications, databases, and APIs? G2’s top-rated ETL tools, based on verified reviews, include [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews), [Databricks](https://www.g2.com/products/databricks/reviews), [Domo](https://www.g2.com/products/domo/reviews), [Workato](https://www.g2.com/products/workato/reviews), and [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews). ### What are the top-reviewed ETL Tools on G2? [**Google Cloud BigQuery**](https://www.g2.com/products/google-cloud-bigquery/reviews) - Number of Reviews: 324 - Satisfaction: 98 - Market Score: 99 - G2 Score: 98 [**Databricks**](https://www.g2.com/products/databricks/reviews) - Number of Reviews: 279 - Satisfaction: 100 - Market Score: 81 - G2 Score: 90 [**Domo**](https://www.g2.com/products/domo/reviews) - Number of Reviews: 380 - Satisfaction: 88 - Market Score: 73 - G2 Score: 80 [**Workato**](https://www.g2.com/products/workato/reviews) - Number of Reviews: 224 - Satisfaction: 94 - Market Score: 62 - G2 Score: 78 [**SnapLogic Intelligent Integration Platform (IIP)**](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) - Number of Reviews: 172 - Satisfaction: 94 - Market Score: 60 - G2 Score: 77 **Satisfaction** reflects user-reported ratings, including ease of use, support, and feature fit. ([Source 2](https://www.g2.com/reports)) **Market Presence** scores combine review and external signals that indicate market momentum and footprint. ([Source 2](https://www.g2.com/reports)) **G2 Score** is a weighted composite of Satisfaction and Market Presence. ([Source 2](https://www.g2.com/reports)) Learn how G2 scores products. ([Source 1](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5vlk6s*_gcl_au*MTAwMzU5MzUxLjE3NjM0MTg0NzYuNjY0NTIxMTY0LjE3NjQ2MTc0NzcuMTc2NDYxNzQ3Nw..*_ga*NzY1MDU0NjE3LjE3NjM0NzQ3ODM.*_ga_MFZ5NDXZ5F*czE3NjYwODk1MTMkbzY3JGcxJHQxNzY2MDkyMjQyJGo1NyRsMCRoMA..)) ### What I Often See in ETL Tools #### Feedback Pros: What Users Consistently Appreciate • **Visual pipeline builders simplify complex multi-source data integrations** _“I love how the SnapLogic Intelligent Integration Platform (IIP) makes building integrations so easy with its AI-powered and low-code interface, which significantly streamlines design and maintenance for both technical and non-technical users. This platform guides the pipeline design and reduces the manual effort, aligning with its AI-driven workflow approach, and it has been instrumental in helping me automate workflows, improve data flow efficiency, and reduce the integration effort significantly. The initial setup was very easy because it's a cloud-based, self-service platform that minimizes installation effort and helps teams get started quickly. I highly recommend SnapLogic IIP for organizations looking to modernize and accelerate their integration strategy, and I would rate it a 9 for its ease of use.”_ - [Sanket N.](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews/snaplogic-intelligent-integration-platform-iip-review-12380685), SnapLogic Intelligent Integration Platform (IIP) review • **Extensive connectors enable fast integration across SaaS and databases** _“We use this every day as a vital part of an integration between our website and database. Easy to use with a number of different integrations available at your fingertips. Assistance was always an email away.”_ - [Nick E.](https://www.g2.com/products/skyvia/reviews/skyvia-review-12443772), Skyvia review • **Automation capabilities reduce manual pipeline maintenance and data preparation** _“Workato is an excellent tool for automating tasks and improving processes. What I find truly impressive is that we no longer have to rely on our ERP vendor for new features or automations; instead, we can handle everything ourselves using Workato. Personally, I have implemented numerous enhancements that have greatly benefited the Finance team, resulting in an estimated annual savings of around 1,000 hours. Also tool is so easy to use that you do not need to have any technical knowledge.”_ - [Manvitha K.](https://www.g2.com/products/workato/reviews/workato-review-12106615), Workato review #### Cons: Where Many Platforms Fall Short • **Advanced transformations require deeper technical knowledge and configuration** _“Some advanced use cases require a deeper technical understanding, especially when building custom flows, handling edge cases, or working with complex APIs. The UI can feel overwhelming for new users, and debugging large integrations could be improved with more developer-style tooling. Pricing can also be a consideration for smaller organizations compared to lightweight automation tools.”_ - [Nuri Vladimir E.](https://www.g2.com/products/celigo/reviews/celigo-review-12356472), Celigo review • **Limited debugging visibility when pipelines fail during complex workloads** _“Debugging and troubleshooting pipelines can sometimes be difficult. Error messages are not always very detailed, which can slow down the process of identifying issues. The UI is helpful, but complex pipelines can become harder to manage and visualize as they grow. Additionally, monitoring and cost tracking for large workloads requires careful attention, as pipeline executions and data movement activities can accumulate costs quickly.”_ - [Alan R.](https://www.g2.com/products/azure-data-factory/reviews/azure-data-factory-review-12454264), Azure Data Factory • **Scaling integrations or data volume increases operational management complexity** _“The pricing model can become expensive for large-scale queries without proper optimization and cost monitoring. The learning curve for advanced features and query optimization techniques requires time investment. Limited support for certain data types and occasional complexity in debugging nested queries could be improved for a better developer experience.”_ - [Alok K.](https://www.g2.com/products/google-cloud-bigquery/reviews/google-cloud-bigquery-review-12237841), Google Cloud BigQuery review ### My Expert Takeaway on ETL Tools in 2026 Looking across the review data, ETL solutions receive consistently strong sentiment, with an average rating of **4.61/5 stars and a 9.22/10 likelihood to recommend**. That tells me most teams see clear value once their pipelines are operational. ETL tools have quietly become core infrastructure for modern data environments, especially as organizations connect more SaaS applications, warehouses, and analytics systems. What I notice most in the reviews is that teams rarely evaluate ETL platforms only on integrations. Instead, reliability and automation come up repeatedly. Users want pipelines that run consistently without constant monitoring or manual fixes. When pipelines break or debugging becomes difficult, it quickly impacts reporting workflows and downstream analytics. Another pattern I see is that successful teams treat ETL software as shared infrastructure rather than an isolated engineering tool. Data engineers may design pipelines, but analysts and operations teams often rely on them daily. Platforms that simplify pipeline visibility, monitoring, and maintenance tend to make collaboration easier across teams. Industry usage patterns also suggest that organizations with growing data environments benefit the most from mature ETL workflows. For buyers evaluating the best ETL tools, the biggest differentiator often comes down to how well a platform keeps pipelines stable and manageable as data complexity grows. ### ETL Tools FAQs #### What are the best free ETL tools for developers? Many platforms offer open-source components, limited free tiers, or trial versions that developers use to build and test pipelines. Common options include: - [dbt](https://www.g2.com/products/dbt/reviews) **:** An open-source framework used by data teams to transform and model data directly inside data warehouses. - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Offers a limited free usage tier that allows developers to run queries and build data pipelines at small scale. - [AWS Glue](https://www.g2.com/products/aws-glue/reviews): A serverless data integration service commonly used for large-scale pipelines, typically accessed through free trial credits or limited testing environments. Developers often use these tools to prototype data pipelines before scaling to production workloads. #### What are the best no-code or low-code ETL tools? No-code and low-code ETL tools simplify pipeline creation through visual workflows and prebuilt integrations. Examples include: - [Workato](https://www.g2.com/products/workato/reviews): Known for its automation platform and extensive connector ecosystem that simplifies integration workflows. - [SnapLogic](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews): Uses a visual interface and prebuilt connectors to help teams design data pipelines without heavy coding. - [Alteryx](https://www.g2.com/products/alteryx/reviews): Offers a drag-and-drop workflow builder designed for analysts working with data preparation and transformation. These platforms allow data teams to manage pipelines without relying heavily on engineering resources. #### Which ETL services offer strong security features? Organizations handling sensitive data often prioritize ETL tools that offer strong governance, access controls, and compliance capabilities. Platforms commonly used in secure environments include: - [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews): Integrates with Microsoft’s identity and security framework for controlled data pipelines. - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Supports secure data processing with built-in encryption and governance capabilities. - [AWS Glue](https://www.g2.com/products/aws-glue/reviews): Provides role-based access controls and integration with AWS security services. These platforms help organizations maintain secure data movement across complex environments. #### What’s the leading ETL app for big data analysis? For large-scale analytics workloads, organizations often use ETL tools that integrate directly with modern data platforms. Common choices include: - [Databricks](https://www.g2.com/products/databricks/reviews): Designed for large-scale data engineering, analytics, and machine learning pipelines. - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Enables large-scale data processing and analytics within a cloud data warehouse environment. - [Fivetran](https://www.g2.com/products/fivetran/reviews): Automates high-volume data ingestion into cloud warehouses for analytics and reporting. These platforms support large datasets and complex transformation workflows. #### What are the different types of ETL tools? ETL tools generally fall into four categories: - **Open-source ETL tools** : Flexible frameworks for custom pipeline development. - **Cloud-based ETL platforms** : Managed services that automate data pipelines. - **No-code or low-code ETL tools** : Visual workflow tools for non-engineering teams. - **Enterprise ETL solutions** : Platforms built for governance, monitoring, and large-scale data environments. Each category supports different technical needs and levels of pipeline complexity. #### Sources - [G2 Scoring Methodologies](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5ky9es*_gcl_au*MTY2NDg2MDY3Ny4xNzU1MDQxMDU4*_ga*MTMwMTMzNzE1MS4xNzQ5MjMyMzg1*_ga_MFZ5NDXZ5F*czE3NTUwOTkzMjgkbzQkZzEkdDE3NTUwOTk3NzYkajU3JGwwJGgw) - [G2 Winter 2026 Reports](https://company.g2.com/news/g2-winter-2026-reports) Researched By: [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi) Last updated on March 16, 2026