# Best ETL Tools - Page 3 *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 (Jun 2026) - **Average Rating**: 4.55/5 (↑0.02 vs May 2026) The average rating of products in this category, based on all submitted ratings - **New Reviews This Quarter**: 394 - **Buyer Segments**: Mid-Market 45% │ Small-Business 28% │ Enterprise 27% Represents the distribution of reviewers across all products in this category. - **Top Trending Product**: Datacoves (+0.015) - Among all products in this category, Datacoves recorded the largest rating increase compared to last month *Last updated: June 01, 2026* ## How Does G2 Rank ETL Tools Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 18,200+ 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 (778 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 (1,147 reviews) | Serverless analytics on large cloud datasets | "[Scalable, Secure BigQuery That Connects Seamlessly Across Services](https://www.g2.com/survey_responses/google-cloud-bigquery-review-12638747)" | | 3 | [Celigo](https://www.g2.com/products/celigo/reviews) | 4.6/5.0 (1,018 reviews) | NetSuite-centered app integration and sync | "[Go for it if you’re looking for a solid integration platform](https://www.g2.com/survey_responses/celigo-review-11876505)" | | 4 | [Alteryx](https://www.g2.com/products/alteryx/reviews) | 4.6/5.0 (779 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 (125 reviews) | Geospatial and multi-format data transformation | "[FME Saves Time with Powerful GIS ETL and Automation](https://www.g2.com/survey_responses/fme-platform-review-12863747)" | | 7 | [Fivetran](https://www.g2.com/products/fivetran/reviews) | 4.3/5.0 (777 reviews) | Managed connector-based data ingestion | "[Surprisingly Easy Setup, Smooth Warehouse Sync, and Great Performance](https://www.g2.com/survey_responses/fivetran-review-12796484)" | | 8 | [Workato](https://www.g2.com/products/workato/reviews) | 4.7/5.0 (727 reviews) | Low-code workflow automation across SaaS apps | "[Effortless Integrations, Robust Automation](https://www.g2.com/survey_responses/workato-review-12798652)" | | 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 (318 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:** [5X](https://www.g2.com/products/5x/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** ### Alteryx Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial. [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=989&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%3D16&secure%5Btoken%5D=158b914deb161813b284a185884b6fd43634f751a72263c9689d4031e0f3a56c&secure%5Burl%5D=https%3A%2F%2Fwww.alteryx.com%2Ftrial%3Futm_source%3Dg2%26utm_medium%3Dreviewsite%26utm_campaign%3DFY25_Global_AllRegions_AlwaysOn_AllPersonas_IndustryAgnostic%26utm_content%3Dg2_freetrial&secure%5Burl_type%5D=free_trial) --- ## 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. [Airbyte](https://www.g2.com/products/airbyte/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 76 **Product Description:** Airbyte is an open-source data integration and context layer platform for AI agents that allows companies to unite the data from hundreds of different applications, databases, and APIs. Airbyte can help companies move their data from one location to another automatically. Additionally, Airbyte agents can provide AI agents with the context that they require to complete specific tasks. It helps agents access, search, understand, and act on business data across hundred of tools. ### What Do G2 Reviewers Say About Airbyte? *AI-generated summary from verified user reviews* **Pros:** - Users find Airbyte's **intuitive UI** enables quick setup and effortless data flow for standard pipelines. - Users appreciate the **large quantity of connectors** in Airbyte, enhancing the tool's versatility and ease of use. - Users appreciate the **simple and user-friendly interface** of Airbyte, making ELT pipeline creation straightforward and efficient. - Users find the **setup ease** of Airbyte incredibly straightforward, enabling quick and efficient pipeline creation. - Users appreciate the **quick setup** of Airbyte, allowing easily deployable pipelines without any coding needed. **Cons:** - Users face challenges due to **poor documentation** , making troubleshooting and connector development more difficult and time-consuming. - Users find the **difficult setup** of Airbyte can be time-consuming and may require assistance from the data team. - Users face **opaque error reporting** which complicates troubleshooting and understanding data transfer issues with Airbyte. - Users find Airbyte to be **expensive** , particularly for small businesses handling large volumes of data. - Users face **limited connectors** with some in alpha state, necessitating a switch to the open-source version for better availability. #### What Are Recent G2 Reviews of Airbyte? **"[Flexible, Intuitive Open-Source Pipelines](https://www.g2.com/survey_responses/airbyte-review-11876431)"** **Rating:** 5.0/5.0 stars *— Hardik S.* [Read full review](https://www.g2.com/survey_responses/airbyte-review-11876431) --- **"[Powerful CDC, Scheduler with Seamless Integration](https://www.g2.com/survey_responses/airbyte-review-12521450)"** **Rating:** 4.0/5.0 stars *— Eugenio C.* [Read full review](https://www.g2.com/survey_responses/airbyte-review-12521450) --- #### What Are G2 Users Discussing About Airbyte? - [What is Airbyte used for?](https://www.g2.com/discussions/what-is-airbyte-used-for) ### 2. [Data Fetcher](https://www.g2.com/products/data-fetcher/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 52 **Product Description:** Data Fetcher is an Airtable extension that lets you bring data from any API into your Airtable bases without writing code. It acts as a connector between Airtable and external data sources, helping you centralize information and automate updates. With Data Fetcher, you can connect Airtable to popular services like OpenAI, Google Analytics, Facebook Ads, and Stripe, or set up custom connections to any API. The tool handles the technical aspects of connecting, transforming, and scheduling data imports so you don't have to. Key Features: • Ready-made Connections: Easily connect to popular tools like ChatGPT, Google services, social media platforms, and payment systems with guided setup. • Custom API Access: Import data from any API by setting up simple request details - no coding required. • Automatic Updates: Schedule data imports to run regularly (as often as every 5 minutes) to keep information fresh without manual work. • Data Mapping: Format incoming data to fit your Airtable structure, with options to filter and organize information as it arrives. • Multi-step Workflows: Create sequences where data from one request feeds into another, building powerful data pipelines. • Smart Variables: Use existing information in your Airtable as inputs for your API requests. Why People Love It: • One Source of Truth: Keep all your important information in Airtable, updated from original sources. • Build Better Tools: Create more useful Airtable interfaces and dashboards with live data from your other tools. • Save Time: Stop copying and pasting data between systems and let Data Fetcher handle imports automatically. • Reduce Errors: Eliminate typos and mistakes that come with manual data entry. • Work Independently: Connect your systems to Airtable without waiting for developer help or paying for expensive integration platforms. ### What Do G2 Reviewers Say About Data Fetcher? *AI-generated summary from verified user reviews* **Pros:** - Users rave about the **incredible customer support** from Data Fetcher, highlighting responsive assistance from their team. - Users commend the **ease of use** in Data Fetcher, enabling non-coders to create data-driven projects effortlessly. - Users appreciate the **flexibility** of Data Fetcher, enhancing their overall experience and efficiency in data management. - Users find the **interface highly intuitive** , enabling non-coders to successfully build data-oriented projects effortlessly. - Users highlight the **intuitive interface** of Data Fetcher, empowering non-coders to successfully build data-driven projects. #### What Are Recent G2 Reviews of Data Fetcher? **"[API like a pro but easy](https://www.g2.com/survey_responses/data-fetcher-review-10343683)"** **Rating:** 5.0/5.0 stars *— Grant E.* [Read full review](https://www.g2.com/survey_responses/data-fetcher-review-10343683) --- **"[Highly flexible, numerous integrations, and great support!](https://www.g2.com/survey_responses/data-fetcher-review-11203404)"** **Rating:** 5.0/5.0 stars *— Paul T.* [Read full review](https://www.g2.com/survey_responses/data-fetcher-review-11203404) --- #### What Are G2 Users Discussing About Data Fetcher? - [What is Data Fetcher used for?](https://www.g2.com/discussions/what-is-data-fetcher-used-for) - 1 comment ### 3. [lyftrondata](https://www.g2.com/products/lyftrondata/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 131 **Product Description:** Your ultimate next-gen agile, data delivery platform with modern cloud data warehouse & lake. Create and manage all of your data workloads on one platform. Boost the productivity of your data professionals and shorten your time to value in order to deliver modern and integrated data solutions swiftly from anywhere in your organization. We build the best data models around various source API’s, to ensure you will get all of your data and can query the non relational source like API/Json/XML with ANSI Sql. Move on if you data platform is not moving you forward with Lyftron govern and secure data delivery platform for your data migration and modernization needs as Lyftron eliminates traditional ETL/EDW bottlenecks with automatic data pipeline & modern next-gen cloud warehouse which makes data instantly accessible to BI user with the modern cloud compute of Spark & Snowflake. Lyftron connectors automatically convert any source into normalized, ready-to-query relational format and provide search capability on your enterprise data catalog. At Lyftron Data, we eliminate the time spent by engineers building data pipelines manually- and make data instantly accessible to analysts by providing real-time access to all your data with simple ANSI SQL. Our pre-built connectors automatically deliver data to warehouses in normalized, ready-to-query schemas and provide data governance and sensitive data encryption capability. #### What Are Recent G2 Reviews of lyftrondata? **"[Apply no-code enrichment in seconds](https://www.g2.com/survey_responses/lyftrondata-review-8599319)"** **Rating:** 5.0/5.0 stars *— Joshua S.* [Read full review](https://www.g2.com/survey_responses/lyftrondata-review-8599319) --- **"[Easy onboarding of new data with seamless integration](https://www.g2.com/survey_responses/lyftrondata-review-8638545)"** **Rating:** 5.0/5.0 stars *— Vihana M.* [Read full review](https://www.g2.com/survey_responses/lyftrondata-review-8638545) --- #### What Are G2 Users Discussing About lyftrondata? - [What is lyftrondata used for?](https://www.g2.com/discussions/what-is-lyftrondata-used-for) ### 4. [StatsD](https://www.g2.com/products/statsd/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 13 **Product Description:** Simple daemon for easy stats aggregation. ### What Do G2 Reviewers Say About StatsD? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of StatsD, enabling effective monitoring and insightful visualization of application performance. - Users value the **insightful analysis** provided by StatsD, enhancing bug visualization and performance monitoring in real-time. **Cons:** - Users note that StatsD's **user interface could be improved** and express a need for faster customer support. - Users find the **customer support lacking** , expecting quicker responses to resolve their issues with StatsD. #### What Are Recent G2 Reviews of StatsD? **"[Light weight code for easy implementation and integration](https://www.g2.com/survey_responses/statsd-review-6869530)"** **Rating:** 4.0/5.0 stars *— SAHIL B.* [Read full review](https://www.g2.com/survey_responses/statsd-review-6869530) --- **"[Majorly I were used this tool to track exact exact metrics. (1 year of use exp)](https://www.g2.com/survey_responses/statsd-review-6813470)"** **Rating:** 5.0/5.0 stars *— Pawan G.* [Read full review](https://www.g2.com/survey_responses/statsd-review-6813470) --- ### 5. [Dataddo](https://www.g2.com/products/dataddo/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 182 **Product Description:** Dataddo is the enterprise data integration platform built to eliminate the operational ownership risk of data movement. Acting as the connective backbone of your organization, we provide a fully managed connective layer that moves data from any SaaS, database, or file source to any destination - including AI agents. Our platform automatically handles API changes, schema drift, and sensitive data protection, providing full, granular visibility into every data flow across complex environments, including on-premise, hybrid, and cloud infrastructures. By treating data movement as mission-critical infrastructure rather than a project, Dataddo enables your engineering teams to deploy with total reliability, allowing them to focus on high-value AI outcomes instead of ongoing pipeline maintenance. ### What Do G2 Reviewers Say About Dataddo? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **seamless connectivity** of Dataddo, simplifying data management from multiple sources without technical hassle. - Users appreciate the **ease of use and flexibility** of Dataddo, enabling simple data management across various sources. - Users highlight the **strong flexibility** of Dataddo, allowing easy data integration and customization for various business needs. - Users love the **no-coding required** feature of Dataddo, enabling easy data management from various sources effortlessly. - Users find Dataddo **affordable** , easy to set up, and ideal for small businesses without high costs. **Cons:** - Users find that **advanced configurations can be complex** , suggesting better guidance would enhance the onboarding process. - Users find the **complex setup** of Dataddo challenging, wishing for better guidance during the onboarding process. - Users find that **advanced configurations can be less intuitive** , hindering a smooth onboarding experience with Dataddo. - Users find the **learning difficulty** with advanced configurations in Dataddo can hinder the onboarding process. - Users find the **advanced configurations less intuitive** , suggesting a need for better onboarding guidance and documentation. #### What Are Recent G2 Reviews of Dataddo? **"[L2 support from DataDDO](https://www.g2.com/survey_responses/dataddo-review-10742502)"** **Rating:** 5.0/5.0 stars *— Alex E.* [Read full review](https://www.g2.com/survey_responses/dataddo-review-10742502) --- **"[Simple tool to stream data from AWS RDS to GCP BigQuery](https://www.g2.com/survey_responses/dataddo-review-10512581)"** **Rating:** 5.0/5.0 stars *— Dana B.* [Read full review](https://www.g2.com/survey_responses/dataddo-review-10512581) --- #### What Are G2 Users Discussing About Dataddo? - [What is Dataddo used for?](https://www.g2.com/discussions/what-is-dataddo-used-for) - 1 comment, 1 upvote ### 6. [Boost.space](https://www.g2.com/products/boost-space/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 327 **Product Description:** Boost.space is the #1 AI-Ready Data Sync platform on G2—recognized with over 100 customer-voted badges. ⭐️ Today's enterprises are investing heavily in AI, but most initiatives fail. Why? Because AI is "stateless"—it has no memory—and it's running on chaotic data fragmented across hundreds of applications. This data chaos costs companies an average of $15 million annually and wastes nearly 12 hours per employee every week.   Boost.space solves this foundational problem by creating a new category of enterprise infrastructure: the AI Memory Layer. We are not just another application; we are the persistent, unified memory that your entire AI and automation ecosystem needs to function intelligently. Our platform connects to over 2,400 apps to dismantle data silos, creating a single source of truth (SSOT) for all your business data. But unlike passive data warehouses, Boost.space is an active, read-write memory. Our real-time, three-way synchronization engine allows AI agents to not only read unified data but also act on it by writing changes back to your operational tools. At the heart of this is our Model Context Protocol (MCP), an "AI-Ready USB-C Port" for your enterprise that allows you to prompt your business in natural language. Whether you're building an AI-Ready PIM for e-commerce or an AI-Ready CDP for marketing, Boost.space provides the essential foundation, trusted by leaders like ŠKODA to make their data AI-ready. ### What Do G2 Reviewers Say About Boost.space? *AI-generated summary from verified user reviews* **Pros:** - Users love the **seamless integrations** of Boost.space, enabling efficient data management across multiple platforms. - Users value the **seamless automation** capabilities of Boost.space, simplifying workflows and enhancing productivity effortlessly. - Users value the **easy integrations** of Boost.space, simplifying connections across tools and centralizing data effectively. - Users appreciate the **integration capabilities** of Boost.space, facilitating seamless data management across multiple platforms. - Users value the **easy integration** with multiple platforms, making data management seamless and efficient. **Cons:** - Users face a **high learning curve** with Boost.space, requiring time and technical skills to fully grasp the platform. - Users find the **steep learning curve** challenging initially, but appreciate the platform's power and support resources. - Users find the **learning difficulty** of Boost.space challenging, requiring significant time investment to understand the system. - The **complex setup** of Boost.Space requires significant time and effort to fully understand and integrate effectively. - Users find the **beginner difficulty** challenging due to the steep learning curve and lack of guided support. #### What Are Recent G2 Reviews of Boost.space? **"[a Wonderful combination of Airtable (Datasheets) & Zapir (Automation tool)](https://www.g2.com/survey_responses/boost-space-review-11005882)"** **Rating:** 4.5/5.0 stars *— Kapil A.* [Read full review](https://www.g2.com/survey_responses/boost-space-review-11005882) --- **"[An app that combines data storage like CRM/Airtable with the integration functionality of Make](https://www.g2.com/survey_responses/boost-space-review-9524372)"** **Rating:** 4.0/5.0 stars *— Michael G.* [Read full review](https://www.g2.com/survey_responses/boost-space-review-9524372) --- ### 7. [CloverDX](https://www.g2.com/products/cloverdx/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 72 **Why buyers love it?:** CloverDX stood out to me in the G2 reviews as a platform for structured ETL work that still allows technical control. Reviewers highlight visual job design, reusable components, automation, and flexibility for complex data flows. They also describe a learning curve around configuration, debugging, and more advanced pipeline logic. The product fits workflows where teams need governed, repeatable data movement across systems without giving up custom pipeline design. ### What Do G2 Reviewers Say About CloverDX? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of CloverDX, appreciating its intuitive design for simplified data operations and workflows. - Users value the **seamless workflow automation** in CloverDX, which simplifies data management and enhances task efficiency. - Users love the **easy integrations** of CloverDX, appreciating its visual tool and seamless data transformation capabilities. - Users appreciate the **simple and effective automation** features of CloverDX, making task management straightforward and efficient. - Users appreciate the **simple and effective UI** of CloverDX, enhancing ease of use and automation for tasks. **Cons:** - Users highlight the need for **better documentation** , including detailed examples and interactive learning paths for CloverDX. - Users report a **steep learning curve** due to insufficient documentation and examples, making code generation challenging. - Users face **connection issues** with CloverDX, impacting performance and data transfer efficiency. - Users find CloverDX's **unclear documentation** frustrating, making it challenging to quickly generate usable code and understand errors. - Users find the **complex usability** of CloverDX challenging, hindering navigation and overall effectiveness for new users. #### Key Features - Reporting - Extraction #### What Are Recent G2 Reviews of CloverDX? **"[Flexible Hybrid ETL with Powerful Visual Design and Predictable User-Based Pricing](https://www.g2.com/survey_responses/cloverdx-review-12487161)"** **Rating:** 4.0/5.0 stars *— Ajju B.* [Read full review](https://www.g2.com/survey_responses/cloverdx-review-12487161) --- **"[Customizable Pipelines, Easy Setup with CloverDX](https://www.g2.com/survey_responses/cloverdx-review-10657839)"** **Rating:** 4.5/5.0 stars *— Pavlo T.* [Read full review](https://www.g2.com/survey_responses/cloverdx-review-10657839) --- #### What Are G2 Users Discussing About CloverDX? - [How much does CloverDX cost?](https://www.g2.com/discussions/how-much-does-cloverdx-cost) - 1 comment - [Is CloverDX open source?](https://www.g2.com/discussions/is-cloverdx-open-source) - 1 comment - [How do you use CloverDX?](https://www.g2.com/discussions/how-do-you-use-cloverdx) ### 8. [Informatica Cloud Data Integration](https://www.g2.com/products/informatica-cloud-data-integration/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 101 **Product Description:** Cloud Data Integration (CDI) is a comprehensive, AI-powered ETL and ELT solution designed to easily move, transform, and synchronize data between various sources and target systems across any cloud, anywhere, at scale. Built on a modern technology stack, CDI offers easy, efficient and cost-effective data ingestion, transformation, synchronization, and replication for a multi-cloud and serverless world for everyone and everywhere. It covers diverse integration patterns, ensuring you have well-architected and seamlessly automated data pipelines for all your advanced analytics and AI needs. ### What Do G2 Reviewers Say About Informatica Cloud Data Integration? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Informatica Cloud Data Integration, thanks to its intuitive interface and drag-and-drop features. - Users value the **efficiency** of Informatica Cloud Data Integration, enabling seamless and scalable data handling with ease. - Users appreciate the **ease of use and extensive connectivity** of Informatica Cloud Data Integration for ETL tasks. - Users benefit from **time-saving access** to Informatica Cloud Data Integration via URL, eliminating installation efforts. - Users praise the **automation and scheduling** features of Informatica Cloud Data Integration for enhancing efficiency in data workflows. **Cons:** - Users find the **complexity** of setup and performance optimization to be challenging, especially for newcomers. - Users find the **complex usability** of Informatica Cloud Data Integration challenging, especially during setup and performance optimization. - Users face **debugging difficulties** in Informatica Cloud Data Integration, often requiring extra effort to resolve issues. - Users find the **difficult setup** of Informatica Cloud Data Integration challenging, especially for newcomers to the platform. - Users face **weird error messages** during mapping, with limited tutorials available to resolve them effectively. #### What Are Recent G2 Reviews of Informatica Cloud Data Integration? **"[Reliable Cloud ETL for Scalable Data Integration](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12106993)"** **Rating:** 4.5/5.0 stars *— Akshat G.* [Read full review](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12106993) --- **"[Simplifies Data Integration with Powerful Tools](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12104745)"** **Rating:** 4.0/5.0 stars *— Vallabh P.* [Read full review](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12104745) --- #### What Are G2 Users Discussing About Informatica Cloud Data Integration? - [What is your experience regarding pricing and costs for Informatica Cloud Data Integration, and how does it compare to other ETL tools?](https://www.g2.com/discussions/what-is-your-experience-regarding-pricing-and-costs-for-informatica-cloud-data-integration-and-how-does-it-compare-to-other-etl-tools) - [What is the difference between Informatica and Informatica Cloud?](https://www.g2.com/discussions/informatica-cloud-data-integration-what-is-the-difference-between-informatica-and-informatica-cloud-7e364663-ec1e-4fca-9c65-4b962f135858) - [What is the difference between Informatica and Informatica Cloud?](https://www.g2.com/discussions/informatica-cloud-data-integration-what-is-the-difference-between-informatica-and-informatica-cloud) ### 9. [Keboola](https://www.g2.com/products/keboola/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 133 **Product Description:** Keboola is the unified AI & Data orchestration platform that empowers organizations to turn data into business value faster and more securely than ever. It acts as your agentic AI co-pilot for data workflows, automating everything from integration to insight. With Keboola, Engineering teams, digital natives, startup CTOs, and innovation leads alike can rapidly build and manage data products, applications, AI agents, and autonomous crews seamlessly—without sacrificing compliance or security. Built for Every Data Persona: Whether you’re a seasoned data engineer or a business analyst, Keboola is built to make you successful. Data engineers love the open extensibility – code in SQL, Python, R, or use our API/CLI to tailor any step. Analysts and non-coders love the self-service UI – point-and-click data pipeline assembly, drag-and-drop transformations with text to SQL on semantic layer, and one-click deployment of pre-built workflows. Collaboration is seamless, with shared workspaces and sandboxes that let teams build and share data products freely without affecting production. What sets us apart? With Keboola, you can build and manage data products, applications, AI agents, and autonomous crews seamlessly—without sacrificing compliance or security. 🔗 Unified Connectivity: Effortlessly connect to 700+ data sources (databases, SaaS apps, and APIs) .Real-time Streams, Change Data Capture or batch. 🤖 Agentic AI Orchestration: Keboola’s AI-driven engine orchestrates data pipelines and ML workflows automatically. It can trigger the next steps based on data events or quality checks, and dynamically allocate resources. Think of it as an autopilot for your data & AI, ensuring pipelines run optimally and recover on their own from hiccups. 🛡️ Built-in Governance & Security: Every dataset and process in Keboola is governed. Fine-grained access controls, lineage tracking, and audit logs are native to the platform. Compliance is simplified – SOC 2, GDPR, and industry standards are supported out-of-the-box. 🚀 Rapid Development & Prototyping: Innovate without constraints. Spin up isolated dev/test sandboxes in seconds to prototype new data products or AI models. 🌎 Multi-Cloud Scalability: Built on a cloud-native architecture, Keboola scales with your needs. Deploy on your preferred cloud (AWS, Azure, GCP) and let Keboola handle the heavy lifting – elastic compute, parallel processing, and workload optimization. Start small and scale to enterprise workloads globally, without re-architecting. 💡 End-to-End Insight Activation: Because Keboola unifies your data pipelines, analytics, and ML, you can go from raw data to AI-driven insights in record time. Why Keboola: Instead of cobbling together multiple tools for integration, ETL/ELT, data catalogs, automation, and AI, Keboola delivers a single platform that does it all – with unprecedented ease and intelligence. Our customers have replaced 5-10 disparate tools with Keboola’s unified solution, drastically accelerating delivery. Join 30,000+ companies and industry leaders who use Keboola to supercharge their data teams. Whether you need to deliver data to AI Agents, streamline a complex data estate, or build and share data products to business, Keboola’s AI orchestration platform adapts to your needs – freeing you to focus on innovation and business growth. ### What Do G2 Reviewers Say About Keboola? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **ease of use** of Keboola, making data management accessible for less technical users. - Users value the **user-friendly data management** and extensive connectivity features of Keboola, enhancing their productivity. - Users appreciate Keboola for its **intuitive and easy data flow setup** , enhancing productivity and seamless data handling. - Users value the **extensive integrations** offered by Keboola, enabling seamless data management across various platforms. - Users commend Keboola's **incredible customer support** , consistently providing fast and helpful assistance for any queries or issues. **Cons:** - Users find the **learning curve steep** , often needing developer assistance to navigate Keboola's complex components effectively. - Users find Keboola's **complexity** challenging due to its steep learning curve and incomplete documentation, affecting usability. - Users find a **steep learning curve** with Keboola, requiring developer assistance and struggle with fragmented service setup. - Users find the **interface unintuitive** and experience challenges with data types and error troubleshooting in Keboola. - Users find the **user interface overwhelming** and suggest improvements to enhance navigation and onboarding experience. #### What Are Recent G2 Reviews of Keboola? **"[Streamlines Data Prep with Some Learning Curves](https://www.g2.com/survey_responses/keboola-review-9741142)"** **Rating:** 5.0/5.0 stars *— Vojta F.* [Read full review](https://www.g2.com/survey_responses/keboola-review-9741142) --- **"[Effortless Data Management with Stellar Support](https://www.g2.com/survey_responses/keboola-review-11930748)"** **Rating:** 4.5/5.0 stars *— Pavel S.* [Read full review](https://www.g2.com/survey_responses/keboola-review-11930748) --- #### What Are G2 Users Discussing About Keboola? - [What are the benefits and challenges of using Keboola for data integration, and what do you recommend for new users?](https://www.g2.com/discussions/what-are-the-benefits-and-challenges-of-using-keboola-for-data-integration-and-what-do-you-recommend-for-new-users) ### 10. [Frends](https://www.g2.com/products/frends/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 137 **Product Description:** Frends is a European low-code integration platform as a service (iPaaS) that enables organizations to connect applications, automate workflows, and manage APIs across cloud and on-premises environments. Designed for both developers and business technologists, Frends helps streamline system communication, reduce integration complexity, and support real-time operations. The platform supports a wide range of use cases including ERP modernization, cloud migration, business process automation, and data synchronization between legacy and modern systems. With a graphical interface based on BPMN 2.0 and built-in AI capabilities, Frends makes it easier to build, monitor, and manage integration processes without heavy reliance on custom code. Frends is built on Microsoft .NET and integrates natively with a wide range of systems including Microsoft Dynamics, Salesforce, SAP, and various industry-specific tools. Frends is used across industries such as public sector, utilities, manufacturing, finance, and retail. It is particularly suited for IT teams seeking to unify integration, automation, and API management into a single tool while maintaining compliance and security in distributed environments. Key capabilities include: - Building and managing integrations visually with BPMN 2.0 to accelerate development and collaboration - Automating business processes and system tasks with reusable, scalable workflows - Monitoring integrations in real-time to reduce downtime and improve operational visibility - Managing APIs and connections securely with full version control and access management - Leveraging AI assistance to configure integrations, generate documentation, and streamline onboarding --- Frends has been recognized in the Gartner® Magic Quadrant™ for Enterprise iPaaS and ranks consistently as a G2 High Performer across usability, setup, and implementation. The platform enables faster time-to-value, reduces reliance on custom development, and gives teams the tools to adapt quickly to change, making it a preferred integration solution for organizations in Europe and beyond. ### What Do G2 Reviewers Say About Frends? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Frends, enjoying its visual approach and accessibility for non-technical stakeholders. - Users value the **BPMN approach** and integration features of Frends for enhancing process visualization and custom task creation. - Users love the **easy integrations** with Frends, making complex processes simple for both technical and non-technical users. - Users appreciate the **easy-to-understand integration architecture** of Frends, allowing accessibility for both technical and non-technical users. - Users value the **easy-to-use integration capabilities** of Frends, enabling seamless connections even in complex scenarios. **Cons:** - Users note the **missing features** in Frends, particularly with visual mapping tools and diverse monitoring options. - Users find the **UX improvement** necessary due to restrictive GUI and cumbersome logging processes affecting usability. - Users feel the **limited features** of Frends detract from their development experience and hinder productivity. - Users find the **difficult learning** curve of Frends frustrating, especially with vague explanations and confusing processes. - Users find **integration issues** challenging with Frends, facing difficulties in navigation and needing more coding skills. #### What Are Recent G2 Reviews of Frends? **"[Powerful Integration Tool with Easy Setup](https://www.g2.com/survey_responses/frends-review-7497955)"** **Rating:** 5.0/5.0 stars *— Verified User in Logistics and Supply Chain* [Read full review](https://www.g2.com/survey_responses/frends-review-7497955) --- **"[Effortless Integration with Superior Debugging](https://www.g2.com/survey_responses/frends-review-10792154)"** **Rating:** 4.5/5.0 stars *— Riika A.* [Read full review](https://www.g2.com/survey_responses/frends-review-10792154) --- #### What Are G2 Users Discussing About Frends? - [What is Frends used for?](https://www.g2.com/discussions/what-is-frends-used-for) ### 11. [AWS Data Pipeline](https://www.g2.com/products/aws-data-pipeline/reviews) **Average Rating:** 4.1/5.0 **Total Reviews:** 21 **Product Description:** AWS Data Pipeline is a web service that helps you process and move data between different AWS compute and storage services, as well as on-premises data sources, at specified intervals. #### What Are Recent G2 Reviews of AWS Data Pipeline? **"[Easy to setup pipeline for data transformation](https://www.g2.com/survey_responses/aws-data-pipeline-review-3600167)"** **Rating:** 4.5/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/aws-data-pipeline-review-3600167) --- **"[Stable and Gets the Job Done, Feels a Bit Dated at Times](https://www.g2.com/survey_responses/aws-data-pipeline-review-796101)"** **Rating:** 4.0/5.0 stars *— Verified User in Cosmetics* [Read full review](https://www.g2.com/survey_responses/aws-data-pipeline-review-796101) --- #### What Are G2 Users Discussing About AWS Data Pipeline? - [What is AWS Data Pipeline used for?](https://www.g2.com/discussions/what-is-aws-data-pipeline-used-for) ### 12. [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 104 **Product Description:** Lobster is a Supply Chain Integration Platform headquartered in Germany. We help organisations connect any partner, system, and data format in a single platform, so they can move beyond simply transporting data and actually make it operational. For more than 20 years, we have been building integration solutions for logistics, retail, and manufacturing. Our platform covers three core areas: Integration (EDI, APIs, cloud apps, legacy systems), Orchestration (automated workflows and processes), and Collaboration (self-service portals for partners and suppliers). With over 90 pre-built connectors, customers can onboard partners in any format or protocol without replacing what already works. What sets Lobster apart is ownership. Our customers stay in full control of their data flows. Their teams configure changes, onboard new partners, and adjust formats themselves, without waiting weeks for consultants or vendor tickets. Built-in AI supports configuration, error analysis, and documentation, so even complex setups remain manageable. Most customers go live within four weeks. Over 1,500 companies worldwide, including HARIBO, HP, Hermes, Tchibo, Schaeffler, DHL, and Lufthansa Cargo, rely on Lobster to keep their supply chains running reliably, securely (ISO certified), and at scale. ### What Do G2 Reviewers Say About Lobster Data Platform? *AI-generated summary from verified user reviews* **Pros:** - Users admire the **ease of use** of Lobster Data Platform, appreciating its quick setup and responsive support. - Users praise the **excellent customer support** of Lobster Data Platform, highlighting quick responses and effective solutions. - Users highly value Lobster's **seamless integration capabilities** , facilitating efficient connections across various systems and processes. - Users appreciate the **seamless integrations** of Lobster Data Platform, effortlessly connecting diverse systems with comprehensive solutions. - Users praise the **user-friendly interface** of Lobster Data Platform, enabling quick project realization and flexibility. **Cons:** - Users find the **complexity of functions** overwhelming, especially when managing multiple features and processes. - Users express concerns over **inconsistent documentation and usability issues** in the Lobster Data Platform, impacting their overall experience. - Users find the **complex usability** of Lobster Data Platform overwhelming, especially with its numerous functions and options. - Users find the **subscription pricing high** , expressing concerns about affordability and complexity in the pricing model. - Users note the **missing features** like API management and internal search, which hinder effective platform usability. #### What Are Recent G2 Reviews of Lobster Data Platform? **"[Intuitive Platform, very easy to use, Needs Faster Bug Fixes](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671)"** **Rating:** 4.5/5.0 stars *— Felix B.* [Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671) --- **"[A Middleware solutions that really works](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950)"** **Rating:** 4.5/5.0 stars *— Robert v.* [Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950) --- ### 13. [Panoply](https://www.g2.com/products/panoply/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 80 **Product Description:** Panoply makes it easy to sync, store, and access your data from any data source. Panoply’s easy-to-use, low-maintenance solution unlocks sophisticated analytics without complex data engineering and coding: Key features of the Panoply platform include: -Code-free data integrations for seamless syncing -Automated data warehouse configuration -A powerful workbench for SQL-based data exploration and visualization - In-platform dashboards and reporting -Connections to all major BI and analytical tools -Industry-leading onboarding and support Learn more at https://www.panoply.io ### What Do G2 Reviewers Say About Panoply? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **responsive and helpful customer support** at Panoply for troubleshooting and guiding through challenges. - Users find Panoply **easy to use** , thanks to the responsive support team assisting with troubleshooting and setup. - Users commend the **responsive support** from Panoply, aiding in API setups and troubleshooting efficiently. **Cons:** - Users desire **more comprehensive code review features** in Panoply's workbench for improved functionality compared to BigQuery. #### What Are Recent G2 Reviews of Panoply? **"[Effortless Data Integration, Swift Support](https://www.g2.com/survey_responses/panoply-review-12482020)"** **Rating:** 4.5/5.0 stars *— Verified User in Apparel & Fashion* [Read full review](https://www.g2.com/survey_responses/panoply-review-12482020) --- **"[Non-Developer User: Happy with the experience](https://www.g2.com/survey_responses/panoply-review-9036045)"** **Rating:** 4.5/5.0 stars *— Verified User in Veterinary* [Read full review](https://www.g2.com/survey_responses/panoply-review-9036045) --- #### What Are G2 Users Discussing About Panoply? - [What is Panoply used for?](https://www.g2.com/discussions/what-is-panoply-used-for) - [What does Panoply do?](https://www.g2.com/discussions/what-does-panoply-do) - 1 comment - [How much does panoply cost?](https://www.g2.com/discussions/how-much-does-panoply-cost) - 1 comment ### 14. [TimeXtender](https://www.g2.com/products/timextender/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 147 **Product Description:** With over 3,000 global customers, TimeXtender offers a comprehensive suite of products including Data Integration, Master Data Management, Data Quality, and Orchestration. These tools enable organizations to automate and streamline complex data processes, ensuring high data quality and governance across platforms. TimeXtender’s solutions are designed to help businesses efficiently manage their data assets without extensive coding, empowering informed decision-making and driving operational efficiency​​. ### What Do G2 Reviewers Say About TimeXtender? *AI-generated summary from verified user reviews* **Pros:** - Users find the **drag-and-drop interface** of TimeXtender simplifies data integration, enhancing efficiency for non-technical users. - Users highlight the **excellent customer support** of TimeXtender, consistently providing helpful and timely assistance. - Users value the **automation features** of TimeXtender, greatly simplifying data management and enhancing efficiency. - Users appreciate the **simplicity and user-friendly interface** of TimeXtender, making it easy to design and manage data models. - Users find TimeXtender to be a **time-saving solution** , streamlining data management and enhancing workflow efficiency effortlessly. **Cons:** - Users face **limitations in functionality** with TimeXtender, particularly in offline usage and multi-developer environments. - Users report a **steep learning curve** for managing data effectively with TimeXtender, complicating the user experience. - Users experience **poor documentation** with TimeXtender, lacking training modules and contextual help for effective usage. - Users face a **steep learning curve** with TimeXtender, making it challenging to utilize advanced features effectively. - Users report **error reporting challenges** , experiencing unexpected behavior and issues with datasource connectors and project deployments. #### What Are Recent G2 Reviews of TimeXtender? **"[Visual ETL with Live Step Testing Makes Validation Easy](https://www.g2.com/survey_responses/timextender-review-12913412)"** **Rating:** 5.0/5.0 stars *— Olivia R.* [Read full review](https://www.g2.com/survey_responses/timextender-review-12913412) --- **"[TimeXtender Classic is still a Classic!](https://www.g2.com/survey_responses/timextender-review-11786389)"** **Rating:** 4.5/5.0 stars *— Benjamin P.* [Read full review](https://www.g2.com/survey_responses/timextender-review-11786389) --- #### What Are G2 Users Discussing About TimeXtender? - [How do you use Timextender?](https://www.g2.com/discussions/how-do-you-use-timextender) - [Why use TimeXtender?](https://www.g2.com/discussions/why-use-timextender) - 1 comment - [What is Odx server?](https://www.g2.com/discussions/what-is-odx-server) - 2 comments ### 15. [Help Desk Migration Services](https://www.g2.com/products/help-desk-migration-services/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 179 **Product Description:** Help Desk Migration by Relokia is a cloud-based, one-click data migration solution that enables secure and fast transfer of customer support data between help desk, ITSM, and knowledge base platforms. The platform supports 90+ integrations, allowing teams to migrate data between systems using a no-code Migration Wizard — without manual exports, scripts, or downtime. Key Features - Data Integrity & Historical Accuracy Help Desk Migration preserves 100% of your historical support data, including tickets and incidents, conversations, users, organizations, agents, knowledge base articles, structures, statuses, priorities, and relationships between records. All data is migrated in a consistent and auditable way, ensuring nothing is lost or altered during the transfer. - Automated Migration Wizard The intuitive Migration Wizard enables fast and accurate data transfer to platforms such as: - Zendesk - Jira Service Management - Jira Customer Service Management - Freshdesk - Freshservice - ServiceNow - Salesforce Service Cloud - HubSpot Service Hub and 90+ other platforms The entire process is automated and requires no engineering resources. - Intuitive Data Mapping Help Desk Migration allows users to map fields between the source and target platforms with full control. You can align default and custom fields, statuses, priorities, users, and other entities to match your existing workflows and reporting structure. - Enterprise-Grade Security Help Desk Migration is built for enterprise use and follows GDPR-, HIPAA-, and SOC-aligned practices. The platform operates using secure API connections and works in close partnership with major help desk vendors to ensure compliance, reliability, and data protection. - Free Demo Migration Run a free Demo Migration to validate results before committing to a full migration. The automated tool transfers up to 20 tickets or incidents from the source to the target platform, allowing you to verify data accuracy, structure, and mappings with zero risk. - Fast Data Transfer Migration speed ranges from a few minutes to several hours, depending on record volume and API rate limits of the target platform. Even large-scale migrations are optimized to complete as quickly and safely as possible. - Zero Downtime with Delta Migration Help Desk Migration supports Delta Migration, enabling teams to migrate newly created or updated records after the initial full migration—without stopping live support operations. Delta Migration captures all changes that occurred during or after the main migration and syncs them to the target system. This ensures: - No ticket freezes - No missed updates - No disruption to agents or customers As a result, teams can switch platforms seamlessly while maintaining continuous support and full data consistency. ### What Do G2 Reviewers Say About Help Desk Migration Services? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Help Desk Migration Services, highlighting the straightforward setup and seamless transition. - Users value the **responsive customer support** that enhances usage and makes migrations efficient and straightforward. - Users value the **migration ease** of Help Desk Migration Services, finding the process intuitive, quick, and straightforward. - Users appreciate the **easy setup** of Help Desk Migration Services, facilitating a smooth and straightforward migration process. - Users find Help Desk Migration Services to be **time-saving** , providing a quick and easy transition to new systems. **Cons:** - Users experience **slow migration** due to API limits, requiring upgrades and additional effort for proper ticket categorization. - Users experience **extra costs** during migration due to API limits and charges for previously existing folders. - Users report experiencing **data duplication** issues, leading to extra steps for artifact identification and removal post-migration. - Users find the service **expensive due to additional field fees** when not using specific Halo fields effectively. - Users feel the **information deficiency** in the interface leads to a cluttered experience and confusion. #### What Are Recent G2 Reviews of Help Desk Migration Services? **"[Extremely Responsive Team and a Smooth, Budget-Friendly Migration](https://www.g2.com/survey_responses/help-desk-migration-services-review-12908663)"** **Rating:** 5.0/5.0 stars *— William L.* [Read full review](https://www.g2.com/survey_responses/help-desk-migration-services-review-12908663) --- **"[Effortless Zendesk Migration—Fast and Straightforward](https://www.g2.com/survey_responses/help-desk-migration-services-review-12206360)"** **Rating:** 4.0/5.0 stars *— Verified User in Market Research* [Read full review](https://www.g2.com/survey_responses/help-desk-migration-services-review-12206360) --- #### What Are G2 Users Discussing About Help Desk Migration Services? - [What is Help Desk Migration Services used for?](https://www.g2.com/discussions/what-is-help-desk-migration-services-used-for) ### 16. [Mozart Data](https://www.g2.com/products/mozart-data-mozart-data/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 68 **Product Description:** Backed by award-winning data analyst support, Mozart Data is the fastest way to set up scalable, reliable data infrastructure that doesn’t need to be maintained by you. Mozart Data’s all-in-one modern data platform empowers anyone to easily centralize, organize, and analyze their data without engineering resources. Instead of piecing together multiple tools, companies get everything they need to spin up a data stack in an hour — ETL, a data warehouse, and a data transformation tool — and gain visibility into their data pipelines. Join other data-driven companies, like Zeplin, Rippling, Modern Treasury, and Tempo, that are already getting the most out of their data. Learn more at https://www.mozartdata.com #### What Are Recent G2 Reviews of Mozart Data? **"[All in one data platform](https://www.g2.com/survey_responses/mozart-data-review-9998715)"** **Rating:** 5.0/5.0 stars *— Jim D.* [Read full review](https://www.g2.com/survey_responses/mozart-data-review-9998715) --- **"[Easy to use one and done tool to streamline the data process.](https://www.g2.com/survey_responses/mozart-data-review-9144933)"** **Rating:** 5.0/5.0 stars *— Craig C.* [Read full review](https://www.g2.com/survey_responses/mozart-data-review-9144933) --- #### What Are G2 Users Discussing About Mozart Data? - [What is Mozart Data used for?](https://www.g2.com/discussions/what-is-mozart-data-used-for) ### 17. [Stitch](https://www.g2.com/products/stitch-2026-01-09/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 66 **Product Description:** Stitch Data Loader is a simple, powerful ETL service for businesses of all sizes, up to and including the enterprise. More than 3,000 companies use Stitch to move billions of records every day from SaaS applications and databases into data warehouses and data lakes, where it can be analyzed with BI tools. Stitch, Inc. is a division of Talend. #### What Are Recent G2 Reviews of Stitch? **"[Very Easy Intuitive UI](https://www.g2.com/survey_responses/stitch-review-7592907)"** **Rating:** 4.5/5.0 stars *— Megan S.* [Read full review](https://www.g2.com/survey_responses/stitch-review-7592907) --- **"[Reliable Extractions & Loads with many different integrations](https://www.g2.com/survey_responses/stitch-review-7514601)"** **Rating:** 4.5/5.0 stars *— Kristiyan D.* [Read full review](https://www.g2.com/survey_responses/stitch-review-7514601) --- #### What Are G2 Users Discussing About Stitch? - [Is stitch free?](https://www.g2.com/discussions/is-stitch-free) - [What is stitch database?](https://www.g2.com/discussions/what-is-stitch-database) - [What is stitch ETL?](https://www.g2.com/discussions/what-is-stitch-etl) ### 18. [Power Query](https://www.g2.com/products/power-query/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 16 **Product Description:** Every company has a mission. What's ours? To empower every person and every organization to achieve more. We believe technology can and should be a force for good and that meaningful innovation contributes to a brighter world in the future and today. Our culture doesn’t just encourage curiosity; it embraces it. Each day we make progress together by showing up as our authentic selves. We show up with a learn-it-all mentality. We show up cheering on others, knowing their success doesn't diminish our own. We show up every day open to learning our own biases, changing our behavior, and inviting in differences. When we show up, we achieve more together. Microsoft operates in 190 countries and is made up of more than 220,000 passionate employees worldwide. ### What Do G2 Reviewers Say About Power Query? *AI-generated summary from verified user reviews* **Pros:** - Users love the **automation features** of Power Query, simplifying data cleaning and processing with efficiency and ease. - Users find **Power Query's ease of use** remarkable, allowing effortless data cleaning and refresh with a clear process. - Users find Power Query **intuitive** , allowing seamless data cleaning and consistency between Excel and Power BI. - Users appreciate the **simple and user-friendly interface** of Power Query for efficient data cleaning and processing. - Users appreciate the **solution efficiency** of Power Query, enabling easy data cleaning and reapplication with one click. **Cons:** - Users face a **lack of real-time data** as Power Query often gets stuck when refreshing from web sources like SharePoint. - Users often face **refresh issues** with Power Query, particularly when retrieving data from web sources like SharePoint. #### What Are Recent G2 Reviews of Power Query? **"[Data integration and analysis never been this easy and effective!](https://www.g2.com/survey_responses/power-query-review-8793725)"** **Rating:** 4.0/5.0 stars *— Bashar H.* [Read full review](https://www.g2.com/survey_responses/power-query-review-8793725) --- **"[Effortless Data Cleaning with Power Query's Intuitive Interface](https://www.g2.com/survey_responses/power-query-review-12202172)"** **Rating:** 4.0/5.0 stars *— Jyotirmoy B.* [Read full review](https://www.g2.com/survey_responses/power-query-review-12202172) --- ### 19. [Talend Cloud Data Integration](https://www.g2.com/products/talend-cloud-data-integration/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 92 **Product Description:** Integrate all your cloud and on-premises data with a secure cloud integration platform-as-a-service (iPaaS). Talend Integration Cloud puts powerful graphical tools, prebuilt integration templates, and a rich library of components at your fingertips. Talend Cloud's suite of apps also provide market-leading data integrity and quality solutions, ensuring that you can make data-driven decisions with confidence. #### What Are Recent G2 Reviews of Talend Cloud Data Integration? **"[Talend Application Used for past 5 years - Great Experience](https://www.g2.com/survey_responses/talend-cloud-data-integration-review-5417989)"** **Rating:** 5.0/5.0 stars *— Verified User in Financial Services* [Read full review](https://www.g2.com/survey_responses/talend-cloud-data-integration-review-5417989) --- **"[A great tool that makes data integration easy.](https://www.g2.com/survey_responses/talend-cloud-data-integration-review-4579380)"** **Rating:** 4.5/5.0 stars *— Verle P.* [Read full review](https://www.g2.com/survey_responses/talend-cloud-data-integration-review-4579380) --- #### What Are G2 Users Discussing About Talend Cloud Data Integration? - [What do you like most about Talend Cloud Data Integration, and how has it improved your ETL processes?](https://www.g2.com/discussions/what-do-you-like-most-about-talend-cloud-data-integration-and-how-has-it-improved-your-etl-processes) - [What is Talend Cloud Data Integration used for?](https://www.g2.com/discussions/what-is-talend-cloud-data-integration-used-for) - [What does Talend software do?](https://www.g2.com/discussions/talend-cloud-data-integration-what-does-talend-software-do) ### 20. [COZYROC Solutions](https://www.g2.com/products/cozyroc-solutions/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 33 **Product Description:** COZYROC Solutions offers world-class On-Premises ETL and Cloud integration solutions with COZYROC.Cloud (iPaaS) COZYROC SSIS+ is a comprehensive suite of 270+ advanced components for developing ETL solutions with Microsoft SQL Server Integration Services. Our easy-to-use, coding-free library of tasks, components and reusable scripts can significantly cut your development time and also improve the execution speed of your SSIS packages. Support for SQL Server 2012-2022 \* Major highlights of the 2.2 release \* ​Derived Column transformation component, a powerful replacement of the standard Derived Column transformation with support for expressions in JavaScript. https://cozyroc.com/ssis/derived-column \* ​Database Source component for loading data from a database table, a view or a SQL command. The component can be configured for ADO.NET, OLE DB and ODBC connection managers. https://cozyroc.com/ssis/database-source \* ​ASN.1 Source component for retrieving data from ASN.1 file /BER, CER or DER encoded/ that supports multiple outputs via the composite records pattern. https://cozyroc.com/ssis/asn1-source ​Tableau Source, for consuming data from a Tableau .hyper file (i.e. the latest evolution of Tableau Data Extract). https://cozyroc.com/ssis/tableau-source \* The new version includes support for 37 additional applications https://cozyroc.com/blog/cozyroc-ssis-22-now-officially-released \* Major highlights of the 2.1 release \* XML Destination component: https://www.cozyroc.com/ssis/xml-destination \* OFTP connection manager - https://www.cozyroc.com/ssis/oftp-connection \* Database Destination component for fast loading and updating data. Insert, Update, Delete or Upsert in row-by-row or bulk-load mode for ADO.NET, OLE DB and ODBC. https://www.cozyroc.com/ssis/database-destination \* JSON Source component for retrieving data from JSON documents that supports multiple outputs via the composite records pattern. https://www.cozyroc.com/ssis/json-source \* JSON Destination component for generating JSON documents that supports multiple inputs via the composite records pattern. https://www.cozyroc.com/ssis/json-destination \* Easier connectivity to any REST service. \* Support of Dynamic data flows and composite records modelling \* Fast Sort Plus component for sorting of LARGE amounts of data. \* EDI components \* Additional REST services connectivity https://www.cozyroc.com/ssis/rest-connection COZYROC Solutions has been successfully used by thousands of businesses, in more than 142 countries around the world. \*\*\*\*\*\*\*\*\*\* COZYROC Cloud - The Simplest Way to SSIS in the Cloud: https://cozyroc.cloud COZYROC Cloud delivers seamless hybrid integrations, effortlessly connecting cloud and on-premises applications and databases, supporting cloud repatriation. \* Hosted and hybrid cloud integration solutions \* Managed & On-Premises Execution Environments \* Webhook Triggers -Automatically run packages by subscribing to external events (via inbound webhooks). \* Centralized Management \* Superior support for consuming web APIs \* Advanced ETL components: Database Destination, Table Difference, Lookup+ \* Free during development & testing. Pay only for production use \* Avoid cloud lock-in. Be able to transfer ETL processes on premises \* Better extensibility. Multiple component vendors. \* Lightweight JS-based components ### What Do G2 Reviewers Say About COZYROC Solutions? *AI-generated summary from verified user reviews* **Pros:** - Users value the **easy integrations** of COZYROC Solutions, allowing seamless connections to various third-party services effortlessly. - Users value the **seamless automation** and integration of CozyRoc Solutions, enhancing operational efficiency and compliance. - Users find the **ease of use** of COZYROC Solutions invaluable for seamless integration into their workflow. - Users value the **seamless integrations** of COZYROC Solutions, enhancing connectivity with third-party sources and improving ETL processes. - Users praise the **automation features** of COZYROC, streamlining ETL processes and enhancing efficiency in file handling. **Cons:** - Users find COZYROC Solutions to be **expensive** , raising concerns about licensing and payment methods. - Users find the **configuration complexity** of COZYROC Solutions challenging, but with time and effort, they can adapt. - Users find the **difficult setup** process challenging, though it improves significantly once mastered with documentation. - Users express frustration over the **high licensing costs** and the need for annual re-licensing of CozyRoc solutions. - Users face a **lack of functionality** when migrating tasks, complicating development and requiring server access for proper use. #### What Are Recent G2 Reviews of COZYROC Solutions? **"[CozyRoc Integrates Seamlessly with SSIS and Salesforce](https://www.g2.com/survey_responses/cozyroc-solutions-review-12381644)"** **Rating:** 5.0/5.0 stars *— Dale T.* [Read full review](https://www.g2.com/survey_responses/cozyroc-solutions-review-12381644) --- **"[Excellent Suite of SSIS Tools](https://www.g2.com/survey_responses/cozyroc-solutions-review-11697474)"** **Rating:** 4.5/5.0 stars *— Shameer G.* [Read full review](https://www.g2.com/survey_responses/cozyroc-solutions-review-11697474) --- #### What Are G2 Users Discussing About COZYROC Solutions? - [What is COZYROC SSIS+ Library used for?](https://www.g2.com/discussions/what-is-cozyroc-ssis-library-used-for) - 1 comment - [Is SSIS part of SQL Server?](https://www.g2.com/discussions/is-ssis-part-of-sql-server) - [What is cozy rock?](https://www.g2.com/discussions/what-is-cozy-rock) ### 21. [Connect ETL](https://www.g2.com/products/precisely-connect-etl/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 23 **Product Description:** Precisely Connect enables real-time decisions. Seamlessly integrate data from legacy systems into modern cloud and data platforms for faster, more confident action. #### What Are Recent G2 Reviews of Connect ETL? **"[Perfect tool for transferring or migrating business data to azure.](https://www.g2.com/survey_responses/connect-etl-review-7574733)"** **Rating:** 4.5/5.0 stars *— Fawaz S.* [Read full review](https://www.g2.com/survey_responses/connect-etl-review-7574733) --- **"[Data Transfer solution for Azure for Depreciated Technologies](https://www.g2.com/survey_responses/connect-etl-review-7472299)"** **Rating:** 5.0/5.0 stars *— Tabish S.* [Read full review](https://www.g2.com/survey_responses/connect-etl-review-7472299) --- #### What Are G2 Users Discussing About Connect ETL? - [What is Connect ETL used for?](https://www.g2.com/discussions/what-is-connect-etl-used-for) ### 22. [Pentaho Data Integration](https://www.g2.com/products/pentaho-data-integration/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 17 **Product Description:** More than just ETL (Extract, Transform, Load), Pentaho Data Integration is a codeless data orchestration tool that blends diverse data sets into a single source of truth as a basis for analysis and reporting. Effortlessly managed in a drag-and-drop graphical interface, so you can easily track where it's coming from, where it's going and how it's transforming. Develop and maintain pipeline efficiency Scalability, simplicity, and self-service Leverage quality and lineage inputs for enhanced data observability and management ### What Do G2 Reviewers Say About Pentaho Data Integration? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **user-friendly interface** and **abundance of functionalities** in Pentaho Data Integration for efficient ETL processes. - Users appreciate the **API integration capabilities** of Pentaho Data Integration, enabling swift data transfer and report generation. - Users value the **fast data transfer capabilities** of Pentaho Data Integration for seamless ETL processes across multiple sources. - Users appreciate the **fast and effective communication** in Pentaho Data Integration for seamless data transfers across sources. - Users value the **seamless connectivity** of Pentaho Data Integration, enabling rapid data transfer from multiple sources. **Cons:** - Users often experience **performance issues** when handling large data volumes, making job modifications frustratingly slow. - Users find the **slow learning curve** of Pentaho Data Integration challenging, desiring more tutorials for better understanding. - Users experience **performance issues** with Pentaho Data Integration, especially when handling large data volumes. - Users find that **modifying jobs in Pentaho is slow** , which can hinder efficiency despite fast job runs. - Users find modifying jobs in Pentaho Data Integration **slow and time-consuming** , impacting overall efficiency and productivity. #### What Are Recent G2 Reviews of Pentaho Data Integration? **"[Totally worth it!!](https://www.g2.com/survey_responses/pentaho-data-integration-review-5473780)"** **Rating:** 4.5/5.0 stars *— Karthick V.* [Read full review](https://www.g2.com/survey_responses/pentaho-data-integration-review-5473780) --- **"[One the best ETL tool](https://www.g2.com/survey_responses/pentaho-data-integration-review-11510214)"** **Rating:** 4.5/5.0 stars *— Dhiraj D.* [Read full review](https://www.g2.com/survey_responses/pentaho-data-integration-review-11510214) --- ### 23. [Amazon S3 Transfer Acceleration](https://www.g2.com/products/amazon-s3-transfer-acceleration/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 12 **Product Description:** Amazon S3 Transfer Acceleration makes public Internet transfers to Amazon S3 faster. #### What Are Recent G2 Reviews of Amazon S3 Transfer Acceleration? **"[Very good experience using Amazon S3 Transfer Acceleration.](https://www.g2.com/survey_responses/amazon-s3-transfer-acceleration-review-4230326)"** **Rating:** 5.0/5.0 stars *— Carlos D.* [Read full review](https://www.g2.com/survey_responses/amazon-s3-transfer-acceleration-review-4230326) --- **"[Do faster upload and download to s3 - Long distance.](https://www.g2.com/survey_responses/amazon-s3-transfer-acceleration-review-4971827)"** **Rating:** 4.5/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/amazon-s3-transfer-acceleration-review-4971827) --- #### What Are G2 Users Discussing About Amazon S3 Transfer Acceleration? - [Can S3 transfer acceleration used for download?](https://www.g2.com/discussions/can-s3-transfer-acceleration-used-for-download) - [What does S3 transfer acceleration use to get your data into AWS quicker?](https://www.g2.com/discussions/what-does-s3-transfer-acceleration-use-to-get-your-data-into-aws-quicker) - [Which S3 feature will enable these long distance data transfers in a secure and fast manner?](https://www.g2.com/discussions/which-s3-feature-will-enable-these-long-distance-data-transfers-in-a-secure-and-fast-manner) ### 24. [Zap Data Hub](https://www.g2.com/products/zap-data-hub/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 44 **Product Description:** Zap Data Hub is a data warehouse automation solution that streamlines the extraction, loading and transformation (ELT) of ERP and business data into a centralized, governed warehouse for reporting and analytics. Zap Data Hub is used by finance, operations and IT teams who need a faster, more structured way to integrate ERP data from platforms such as Microsoft Dynamics 365, SAP Business One, Sage and SYSPRO alongside other business sources like CRM, payroll and inventory systems. It automates the heavy lifting involved in data integration and preparation, allowing businesses to build a trusted data foundation without extensive coding or manual processes. By automatically mapping, transforming and loading data into a warehouse, Zap eliminates reliance on spreadsheets, manual extracts and disconnected reporting. It creates a governed semantic model that ensures consistent metrics across tools like the Power BI integration, Excel add-in and browser-based reporting. Zap can be deployed in the cloud or on-premises, with support for Microsoft Fabric. Key features and value points • End-to-end data warehouse automation that structures and governs data from ERP and other business systems • Pre-built ERP connectors and models that accelerate deployment and reduce implementation effort • Governed semantic model that ensures consistent, trusted reporting across business units and analytics tools • Reporting support through the Excel add-in, Power BI integration and browser-based options • Deployment flexibility offering cloud-based or on-premises options • Future-ready architecture that integrates with Microsoft Fabric and supports evolving analytics needs Zap Data Hub is suited to organizations that want to automate their reporting data foundations, improve governance and drive business insights without the complexity of manual data engineering. ### What Do G2 Reviewers Say About Zap Data Hub? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Zap Data Hub, appreciating its seamless data integration and accessibility. - Users value the **seamless data integration** of Zap Data Hub, enhancing efficiency and automating the ETL process effortlessly. - Users praise the **excellent customer support** from the Zap Team, ensuring smooth operations and quick issue resolution. - Users value the **intuitive reporting functionality** of Zap Data Hub, noting its seamless integration and time-saving benefits. - Users appreciate the **excellent analytics and data integration** capabilities of Zap Data Hub, enhancing their BI reporting experience. **Cons:** - Users find the **steep learning curve** of Zap Data Hub challenging, making it less accessible for occasional users. - Users find the **complexity** of data connections and processing impacts overall usability and efficiency in ZAP Data Hub. - Users experience **import issues** with Excel data sources, especially with large files and live connections, complicating integration. - Users face **limitations with Excel connectivity** , making live connections and exporting larger reports challenging. - Users find the **steep learning curve** of Zap Data Hub challenging, making it hard to use without frequent practice. #### What Are Recent G2 Reviews of Zap Data Hub? **"[Powerful BI Reporting That Delivers Results](https://www.g2.com/survey_responses/zap-data-hub-review-11960396)"** **Rating:** 4.0/5.0 stars *— chris.hilton@agroliquid.com H.* [Read full review](https://www.g2.com/survey_responses/zap-data-hub-review-11960396) --- **"[Slick, Fast, and Intuitive BI Tool with Outstanding Support](https://www.g2.com/survey_responses/zap-data-hub-review-11984060)"** **Rating:** 5.0/5.0 stars *— Verified User in Gambling & Casinos* [Read full review](https://www.g2.com/survey_responses/zap-data-hub-review-11984060) --- ### 25. [StarfishETL](https://www.g2.com/products/starfishetl/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 75 **Product Description:** StarfishETL for Integration: StarfishETL is an iPaaS (Integration-Platform-as-a-Service) that provides seamless data integration from one database to another - whether hosted, on-premises, or in the Cloud. Connect to more than 400 applications using drag-and-drop low code functionality; AI-enabled mapping, scripting, and SQL query writing; and secure connectivity through on-premises firewalls. StarfishETL for Migration: StarfishETL is loaded with pre-built capabilities, but it's not limited by them. You have the power to set up your project any way you desire to get the data results that fit your business. Add custom fields in our Cloud Cartographer, or use the on-premises tool for more advanced personalization. StarfishETL as an iPaaS: StarfishETL is a Cloud iPaaS solution, which gives it the unique ability to connect virtually any kind of solution to any other kind of solution, as long as both of those applications have an API. This gives StarfishETL customers ultimate control over their data projects, with the ability to build more unique and scalable data connections. #### What Are Recent G2 Reviews of StarfishETL? **"[Upfront, Honest and Friendly](https://www.g2.com/survey_responses/starfishetl-review-9856115)"** **Rating:** 5.0/5.0 stars *— Kelly P.* [Read full review](https://www.g2.com/survey_responses/starfishetl-review-9856115) --- **"[StarfishETL was the one software capable of doing this](https://www.g2.com/survey_responses/starfishetl-review-7892321)"** **Rating:** 4.0/5.0 stars *— Charles C.* [Read full review](https://www.g2.com/survey_responses/starfishetl-review-7892321) --- #### What Are G2 Users Discussing About StarfishETL? - [What is StarfishETL used for?](https://www.g2.com/discussions/what-is-starfishetl-used-for) ## 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