Best ETL Tools - Page 5

How Many ETL Tools Products Does G2 Track?

Total Products under this Category: 285

Category Stats (Oct 2026)

  • Average Rating: 4.55/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: csvbox.io (+1.01%) - Among all products in this category, csvbox.io recorded the largest rating increase compared to last month

Last updated: October 13, 2026

How Does G2 Rank ETL Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 20,200+ Authentic Reviews
  • 285+ 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.

G2 Grid® for ETL Tools

G2 Grid® for ETL Tools plotting products by satisfaction and market presence

Highlighted products: Databricks, Alteryx, Celigo, Google Cloud BigQuery, Fivetran, FME Platform, Informatica Data Integration and Engineering, and Funnel.

Underlying data: [Grid® JSON](https://www.g2.com/categories/etl-tools/grids.json?focus%5B%5D=databricks&focus%5B%5D=alteryx&focus%5B%5D=celigo&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=fivetran&focus%5B%5D=fme-platform&focus%5B%5D=informatica-data-integration-and-engineering&focus%5B%5D=funnel)

klamp

What is Klamp Embed? Klamp Embed is an embedded Integration Platform as a Service (iPaaS) designed specifically for SaaS companies who need to deliver customer-facing integrations without using engineering resources. Unlike traditional iPaaS solutions that require development expertise, Klamp Embed enables product and sales teams to independently deploy, manage, and customize integrations through a zero-code interface. Key Features: - Rapid Implementation: Launch your complete integration module in under 3 days with a simple embedding process via iFrame or Custom URL - Zero Engineering Resources: Designed specifically for non-technical product and sales teams to manage the entire integration lifecycle - Native User Experience: Fully customizable UI that matches your brand identity and feels like a native part of your product - 4-Hour Connector Delivery: Request new connectors and have them delivered within 4 hours, compared to months with traditional development - Extensive Integration Library: Instant access to 150+ pre-built SaaS connectors that cover most customer requirements - Complete Analytics: Monitor integration usage, performance metrics, API health, and user-level consumption Problems Solved: Klamp Embed addresses critical business challenges by: - Eliminating integration-related customer churn - Removing integrations from your engineering roadmap - Shortening sales cycles by removing integration blockers - Enabling sales teams to confidently promise any integration - Helping customer success teams meet integration SLAs Who Benefits from Klamp Embed? Product Teams: Remove integration requests from roadmap to focus on core product development Sales Teams: Close more deals by promising and delivering any integration within days Engineering Teams: Eliminate integration development and maintenance burden Customer Success Teams: Resolve integration queries quickly and keep customers satisfied SaaS Executives: Transform integration capabilities from a liability into a competitive advantage Klamp Embed costs $400 monthly subscription that includes 150,000 tasks per month. Additional connectors and task capacity are available as needed.

Average Rating: 5.0/5.0

Total Reviews: 25

How Do G2 Users Rate klamp?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 9.1/10)

Who Is the Company Behind klamp?

  • Seller: Klamp Inc
  • Year Founded: 2022
  • HQ Location: Wellmington, Delaware
  • Twitter: @getklamped
    27 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 48% Small, 40% Medium

What Do G2 Reviewers Say About klamp?

AI-generated summary from verified user reviews

Pros
  • Users value the customization options of Klamp, enabling tailored workflows that meet specific business needs effortlessly.
  • Users value the no coding requirement of Klamp, enabling seamless integrations without developer support.
  • Users highlight the affordable pricing of Klamp, enabling easy access to powerful no-code automation features.
  • Users love the quick app integration with Klamp, enabling seamless workflows and ease of use for everyone.
  • Users praise the easy integrations of Klamp, enabling rapid implementation and seamless connections across platforms.
Cons
  • Users note the lack of integrations with limited connectors, though appreciate the quick setup for new APIs.
  • Users find the limited app connectors a drawback, though quick integration delivery is appreciated.
  • Users find that klamp has limited features for data manipulation, hoping for future improvements as it develops.
  • Users find the missing features of Klamp limiting for data manipulation, hoping for more options and templates in future updates.
  • Users find the complex onboarding due to unclear documentation, leading to time-consuming setup and troubleshooting processes.

What Are Recent G2 Reviews of klamp?

Nexla

Nexla is the data connectivity layer for enterprise AI, connecting agents and applications to data systems, business applications, APIs, documents, and other enterprise sources through 1,000+ connectors. Nexla powers real-time data and actions for agents over MCP, along with Agentic Data Integration supporting high-volume ETL, CDC, streaming, API integration, and document ingestion. With Express.dev, teams build production data pipelines conversationally, and with MCP Studio, they create task-specific, governed MCP servers. This AI-native builder experience is complemented by a full enterprise UI to configure, monitor, govern, and operate integrations at scale. Try Express at https://express.dev Helix, Nexla’s context engine, learns continuously from metadata, schemas, telemetry, documentation, and business logic across connected systems. Nexla MCP servers deliver this context to agents at runtime, while Helix also powers intelligence across builder and operational workflows, improving AI outcomes and pipeline reliability. Nexla is SOC 2 Type II, ISO 27001, HIPAA, and GDPR compliant and is trusted by leading enterprises including DoorDash, LiveRamp, LinkedIn, and J&J, processing over 10 trillion records annually. Why teams choose Nexla ✅ Connect agents to 1,000+ systems with real-time data and actions over MCP ✅ Use bidirectional connectors out of the box, or generate new ones on demand ✅ Build production pipelines conversationally with Express.dev ✅ Create task-specific, governed MCP servers with MCP Studio ✅ Run ETL, ELT, CDC, streaming, API integration, and document ingestion on one platform, in real time or batch ✅ Work with any data type: structured, semi-structured, and unstructured ✅ Ground agents in accurate context with Helix, on a metadata-driven architecture built to scale with AI workloads ✅ Automate data quality validation, monitoring, and alerts ✅ Govern access with role-based controls, full lineage, search, and tagging for auditability Nexla is a Gartner Cool Vendor and pairs perfectly with the technologies you rely on ✅ Cloud: AWS, Azure, Google Cloud, on-premises ✅ Data platforms: Snowflake, Databricks, BigQuery, Redshift, S3, Oracle, Kafka, MongoDB, Postgres, MySQL ✅ Applications: SAP, Salesforce, NetSuite, Workday, HubSpot, Marketo, Google Ads ✅ Catalogs: Alation, Collibra, data.world ✅ Vector databases and LLMs: Pinecone and major model providers ✅ Webhooks, email, FTP, and APIs And many more Differentiators & Awards 🏆 2022-2025 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools 🏆 G2 Fall 2026 High Performer and Momentum Leader

Average Rating: 4.6/5.0

Total Reviews: 62

How Do G2 Users Rate Nexla?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 9.1/10)
  • Automation: 9.0/10 (Category avg: 9.0/10)
  • Scalability: 8.8/10 (Category avg: 8.7/10)
  • Auditing: 7.7/10 (Category avg: 8.2/10)

Who Is the Company Behind Nexla?

  • Seller: Nexla
  • Company Website:
  • Year Founded: 2016
  • HQ Location: San Mateo, California
  • Twitter: @NexlaInc
    944 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    71 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Insurance
  • Company Size: 41% Medium, 33% Small

What Do G2 Reviewers Say About Nexla?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Nexla, praising its user-friendly interface and seamless integration capabilities.
  • Users value the effortless automation in Nexla, enabling streamlined workflows and efficient data management across teams.
  • Users value the user-friendly interface of Nexla, enabling effortless management of complex data pipelines and automated flows.
  • Users praise the easy integration of Nexla, enhancing accessibility and streamlining connections across various data sources.
  • Users value the time-saving capabilities of Nexla, significantly reducing manual effort in data integration.
Cons
  • Users find the learning difficulty of Nexla challenging, particularly due to its complex features and insufficient documentation.
  • Users find the difficult learning curve of Nexla challenging, especially when navigating complex features and setup.
  • Users find the learning curve steep, especially with complex features requiring prior knowledge and better documentation.
  • Users report slow performance with UI and searches, especially during large data processing and multiple flows.
  • Users find the poor documentation of Nexla limits their understanding of advanced features and complex configurations.

What Are Recent G2 Reviews of Nexla?

What Are G2 Users Discussing About Nexla?

AWS Data Pipeline

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.

Average Rating: 4.1/5.0

Total Reviews: 21

How Do G2 Users Rate AWS Data Pipeline?

  • Has the product been a good partner in doing business?: 7.4/10 (Category avg: 9.1/10)

Who Is the Company Behind AWS Data Pipeline?

  • Seller: Amazon Web Services (AWS)
  • Year Founded: 2006
  • HQ Location: Seattle, WA
  • Twitter: @awscloud
    2,232,483 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    148,266 employees on LinkedIn®
  • Ownership: NASDAQ: AMZN

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 58% Medium, 29% Large

What Are Recent G2 Reviews of AWS Data Pipeline?

What Are G2 Users Discussing About AWS Data Pipeline?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

Help Desk Migration Services

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 100+ 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 100+ 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.

Average Rating: 4.9/5.0

Total Reviews: 180

How Do G2 Users Rate Help Desk Migration Services?

  • Has the product been a good partner in doing business?: 9.8/10 (Category avg: 9.1/10)
  • Scalability: 10.0/10 (Category avg: 8.7/10)
  • Auditing: 10.0/10 (Category avg: 8.2/10)

Who Is the Company Behind Help Desk Migration Services?

  • Seller: Relokia
  • Company Website:
  • Year Founded: 2015
  • HQ Location: Ternopil, UA
  • Twitter: @HDMigration
    156 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: IT Manager, Founder
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 52% Small, 37% Medium

What Do G2 Reviewers Say About Help Desk Migration Services?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use of Help Desk Migration Services remarkable, streamlining the migration process effectively.
  • Users commend the exceptional customer support from Help Desk Migration Services, ensuring smooth and efficient migration processes.
  • Users find the migration process easy and fast, appreciating responsive support and a straightforward interface for mapping.
  • Users appreciate the easy setup of Help Desk Migration Services, ensuring a seamless migration experience with excellent support.
  • Users value the easy integrations of Help Desk Migration Services, simplifying connections between various platforms effortlessly.
Cons
  • Users experience slow migration times due to API limits, necessitating potential upgrades or additional fees.
  • Users find the service expensive, especially when needing extra fields or removing unnecessary options to lower costs.
  • Users face extra costs for upgrades and charges for existing features during Help Desk Migration Services.
  • Users point out a lack of features in Help Desk Migration Services, impacting flexibility during the migration process.
  • Users face significant limitations with Help Desk Migration Services, particularly in mapping data to only one issue type.

What Are Recent G2 Reviews of Help Desk Migration Services?

What Are G2 Users Discussing About Help Desk Migration Services?

Data Fetcher

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.

Average Rating: 4.9/5.0

Total Reviews: 52

How Do G2 Users Rate Data Fetcher?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)
  • Automation: 9.6/10 (Category avg: 9.0/10)
  • Scalability: 9.3/10 (Category avg: 8.7/10)
  • Auditing: 9.2/10 (Category avg: 8.2/10)

Who Is the Company Behind Data Fetcher?

  • Seller: Data Fetcher
  • HQ Location: London, England
  • Twitter: @data_fetcher
    1,015 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 87% Small, 12% Medium

What Do G2 Reviewers Say About Data Fetcher?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the incredible customer support from Data Fetcher, enhancing overall satisfaction and experience.
  • Users value the ease of use of Data Fetcher, appreciating its flexibility and exceptional service.
  • Users value the flexibility of Data Fetcher, enhancing their productivity and adaptability in various workflows.
  • Users find the interface highly intuitive, enabling non-coders to effortlessly build data-driven projects.
  • Users love the intuitive interface of Data Fetcher, enabling them to create data projects effortlessly without coding.

What Are Recent G2 Reviews of Data Fetcher?

What Are G2 Users Discussing About Data Fetcher?

Keboola

Keboola is a finance data and AI platform for companies that need trusted financial reporting, planning, analysis, and close processes across complex systems. Built for CFOs, FP&A teams, Controllers, finance operations, and data teams, Keboola helps organizations turn fragmented data from ERPs, accounting systems, spreadsheets, CRM, warehouses, and operational tools into one governed foundation for financial intelligence. Many finance teams rely on disconnected systems, inconsistent charts of accounts, manual reconciliations, and spreadsheet-based reporting. This makes it difficult to close quickly, produce reliable forecasts, answer board questions, support acquisitions, or use AI safely with financial data. Keboola solves this upstream data problem by connecting, standardizing, transforming, and governing financial data before it reaches FP&A, CPM, BI, reporting, or AI tools. Keboola is especially valuable for multi-entity companies, private-equity-backed businesses, holding groups, financial services firms, franchises, and organizations growing through M&A. These companies often operate across multiple ERPs, entities, countries, currencies, and reporting definitions. Keboola helps standardize chart-of-accounts logic, automate financial data pipelines, reconcile data across systems, and create trusted business definitions that teams can use consistently. Unlike traditional FP&A, CPM, EPM, budgeting, forecasting, or financial reporting tools that assume clean data already exists, Keboola focuses on the governed data foundation underneath. The platform gives teams transparent, auditable logic for financial transformations, source-to-output lineage, reusable business rules, and a semantic layer that helps ensure reports, dashboards, forecasts, and AI outputs are based on trusted company data. Keboola works alongside existing tools such as Snowflake, BigQuery, Databricks, Microsoft Fabric, Power BI, Tableau, Looker, Anaplan, Pigment, DataRails, Workiva, and other finance and analytics platforms. Rather than forcing a rip-and-replace project, Keboola strengthens the data layer beneath these systems so finance teams can plan, report, reconcile, and analyze with greater confidence. For AI adoption, Keboola provides the governed data environment that makes AI practical for business-critical financial workflows. Teams can connect AI agents and assistants to approved metrics, trusted pipelines, financial definitions, and auditable data products, reducing the risk of confident but untraceable answers. With Keboola, organizations can improve financial analysis, accelerate reporting, support financial close, automate reconciliation workflows, enable more reliable FP&A, and create a trusted foundation for AI-powered finance.

Average Rating: 4.6/5.0

Total Reviews: 138

How Do G2 Users Rate Keboola?

  • Has the product been a good partner in doing business?: 9.0/10 (Category avg: 9.1/10)
  • Automation: 9.1/10 (Category avg: 9.0/10)
  • Scalability: 8.5/10 (Category avg: 8.7/10)
  • Auditing: 7.1/10 (Category avg: 8.2/10)

Who Is the Company Behind Keboola?

  • Seller: Keboola
  • Year Founded: 2008
  • HQ Location: Prague
  • Twitter: @keboola
    2,004 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    92 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst, Data Engineer
  • Top Industries: Information Technology and Services, Marketing and Advertising
  • Company Size: 63% Medium, 22% Small

What Do G2 Reviewers Say About Keboola?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Keboola, enjoying its intuitive interface and efficient data connection setup.
  • Users appreciate Keboola's wide variety of connectors, intuitive interface, and powerful automation features for data integration.
  • Users value Keboola's wide range of data connections and intuitive interface, enhancing their data management experience.
  • Users value the seamless integrations in Keboola, enhancing data workflows and orchestration with minimal limitations.
  • Users praise Keboola's responsive and helpful customer support, enhancing their overall experience with the platform.
Cons
  • Users struggle with the steep learning curve of Keboola, finding the setup of services and training insufficient.
  • Users find Keboola's interface complex and confusing, especially when managing large projects and navigating components.
  • Users find a steep learning curve with Keboola, especially due to fragmented setups and challenging training materials.
  • Users find data type management complicated, needing more guidance on transformation errors and advanced monitoring capabilities.
  • Users find the UX improvement necessary due to a complicated interface and messy data management with flows.

What Are Recent G2 Reviews of Keboola?

What Are G2 Users Discussing About Keboola?

Stitch

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.

Average Rating: 4.4/5.0

Total Reviews: 66

How Do G2 Users Rate Stitch?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.1/10)
  • Automation: 8.9/10 (Category avg: 9.0/10)
  • Scalability: 8.6/10 (Category avg: 8.7/10)
  • Auditing: 0.0/10 (Category avg: 8.2/10)

Who Is the Company Behind Stitch?

  • Seller: Qlik
  • Year Founded: 1993
  • HQ Location: Radnor, PA
  • Twitter: @qlik
    64,130 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4,399 employees on LinkedIn®
  • Phone: 1 (888) 994-9854

Who Uses This Product?

  • Who Uses This: Data Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 53% Small, 43% Medium

What Are Recent G2 Reviews of Stitch?

What Are G2 Users Discussing About Stitch?

Adeptia

Adeptia is the Intelligent ETL platform for the messy, first-mile data enterprises actually run on: partner, customer, and supplier onboarding, EDI, compliance workflows, and operational data exchange across systems, documents, and AI agents. Unlike traditional ETL built for warehouse pipelines, Adeptia is AI-native:. It understands what data means, not just field names. Someone describes the outcome, and Adeptia designs the integration in ~60 seconds; then proven, deterministic code runs it in production, no runtime surprises. It doesn't just flag errors; it captures how people fix them and progressively automates the repair. It's intelligent data automation for everyone who touches the data from developers, and business users, to AI agents. Through an open MCP interface, assistants like Claude build and run integrations on the platform directly. Grounded in 25 years of integration knowledge, with 100+ connectors across EDI, databases, SaaS, files, and APIs.

Average Rating: 4.3/5.0

Total Reviews: 21

How Do G2 Users Rate Adeptia?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.1/10)
  • Automation: 7.8/10 (Category avg: 9.0/10)
  • Scalability: 8.3/10 (Category avg: 8.7/10)
  • Auditing: 8.3/10 (Category avg: 8.2/10)

Who Is the Company Behind Adeptia?

  • Seller: Adeptia
  • Company Website:
  • Year Founded: 2000
  • HQ Location: Jupiter, FL
  • Twitter: @adeptia
    1,410 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    220 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Insurance
  • Company Size: 50% Large, 42% Medium

What Do G2 Reviewers Say About Adeptia?

AI-generated summary from verified user reviews

Pros
  • Users value the cost efficiency of Adeptia, enabling quicker integrations and reducing reliance on developers.
  • Users highly value the timely customer support from Adeptia, appreciating 24/7 assistance during production incidents.
  • Users find Adeptia's ease of use invaluable, enabling quick integrations without extensive developer involvement.
  • Users value the easy integrations with Adeptia, greatly enhancing efficiency and reducing dependency on developers.
  • Users highlight the efficiency of Adeptia, enabling fast coding and integration that saves time and costs.
Cons
  • Users face challenges with error messages during mapping in Adeptia, making troubleshooting frustrating and unclear.
  • Users experience inaccuracy in mapping functionality during data transformation, leading to frustrating troubleshooting challenges.
  • Users struggle with mapping issues during data transformation, often facing hard-to-troubleshoot errors and unclear expressions.
  • Users often face troubleshooting difficulties in Adeptia's mapping functionality, complicating error correction during data transformation.

What Are Recent G2 Reviews of Adeptia?

What Are G2 Users Discussing About Adeptia?

Improvado

Improvado is an AI-powered marketing intelligence platform that enables marketing and analytics teams to unlock the full potential of their data for impactful business decisions. Designed for medium to large enterprises and agencies, Improvado seamlessly integrates, simplifies, governs, and attributes complex data from various sources, delivering a unified view of marketing ROI and performance. If you're looking to quickly transform your diverse marketing data into clear, actionable insights, Improvado has you covered.

Average Rating: 4.4/5.0

Total Reviews: 88

How Do G2 Users Rate Improvado?

  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 9.1/10)
  • Automation: 7.5/10 (Category avg: 9.0/10)
  • Scalability: 7.8/10 (Category avg: 8.7/10)
  • Auditing: 7.0/10 (Category avg: 8.2/10)

Who Is the Company Behind Improvado?

  • Seller: Improvado
  • Year Founded: 2015
  • HQ Location: San Diego, US
  • Twitter: @improvadoio
    729 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    105 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Hospital & Health Care
  • Company Size: 51% Medium, 34% Small

What Do G2 Reviewers Say About Improvado?

AI-generated summary from verified user reviews

Pros
  • Users commend the timely and effective customer support provided by Improvado, enhancing their overall experience.
  • Users value the supportive team at Improvado, appreciating their timely assistance and effective onboarding process.
  • Users value the timely support provided by Improvado's team, appreciating the efficient ticket system for assistance.
  • Users find the ease of implementation with Improvado exceptional, enabling quick setups and efficient onboarding.
  • Users appreciate the easy setup of Improvado, facilitating quick onboarding and effortless data connection monitoring.
Cons
  • Users find the learning curve steep, requiring technical expertise to effectively utilize Improvado for data reporting.
  • Users often face API limitations with inconsistent data delivery and insufficient reporting for data extractions.
  • Users find that the complexity of data alignment can hinder the effectiveness of Improvado's reports.
  • Users find the complex setup daunting, especially if poor data leads to ineffective reporting.
  • Users find complex usability in Improvado, especially when aligning data and adjusting widgets.

What Are Recent G2 Reviews of Improvado?

What Are G2 Users Discussing About Improvado?

Pentaho Data Integration

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

Average Rating: 4.3/5.0

Total Reviews: 17

How Do G2 Users Rate Pentaho Data Integration?

  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 9.1/10)
  • Automation: 8.3/10 (Category avg: 9.0/10)
  • Scalability: 8.7/10 (Category avg: 8.7/10)
  • Auditing: 9.0/10 (Category avg: 8.2/10)

Who Is the Company Behind Pentaho Data Integration?

  • Seller: Pentaho
  • Year Founded: 2004
  • HQ Location: Santa Clara, CA
  • LinkedIn® Page: www.linkedin.com
    159 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 41% Medium, 41% Large

What Do G2 Reviewers Say About Pentaho Data Integration?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the user-friendly interface and extensive functionalities of Pentaho Data Integration for seamless data management.
  • Users appreciate the API integration capabilities of Pentaho Data Integration for seamless data transfer and reporting.
  • Users appreciate the fast data transfer and versatile connections offered by Pentaho Data Integration for seamless ETL processes.
  • Users value the efficient communication of Pentaho Data Integration, facilitating swift data transfer and reporting.
  • Users appreciate the seamless connectivity of Pentaho Data Integration, enabling swift data transfers from various sources.
Cons
  • Users experience performance issues with Pentaho Data Integration, especially when handling large data volumes, leading to slow modifications.
  • Users find the learning curve steep, with job modifications being time-consuming and lacking sufficient tutorials.
  • Users experience performance issues with Pentaho Data Integration when handling large data volumes, impacting efficiency.
  • Users find modifying jobs slow in Pentaho Data Integration, which hampers efficiency and requires additional tutorials.
  • Users find the slow performance in modifying jobs frustrating, wishing for a faster experience with additional tutorials.

What Are Recent G2 Reviews of Pentaho Data Integration?

Panoply

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

Average Rating: 4.5/5.0

Total Reviews: 80

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How Do G2 Users Rate Panoply?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 9.1/10)
  • Automation: 8.8/10 (Category avg: 9.0/10)
  • Scalability: 8.8/10 (Category avg: 8.7/10)
  • Auditing: 7.6/10 (Category avg: 8.2/10)

Who Is the Company Behind Panoply?

  • Seller: Panoply
  • Year Founded: 2015
  • HQ Location: San Francisco, CA
  • Twitter: @panoplyio
    5,485 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 47% Small, 43% Medium

What Do G2 Reviewers Say About Panoply?

AI-generated summary from verified user reviews

Pros
  • Users praise the helpful and responsive customer support at Panoply, facilitating smooth troubleshooting and guidance.
  • Users appreciate the ease of use of Panoply, praising the team's responsive support for troubleshooting and setup.
  • Users value the helpful integrations of Panoply, receiving prompt assistance with setup and troubleshooting.
Cons
  • Users desire the code review features in Panoply's workbench, similar to those in the big query portal.

What Are Recent G2 Reviews of Panoply?

What Are G2 Users Discussing About Panoply?

Lobster Data Platform

Lobster is a data integration platform for complex, multi-party supply chains. It connects suppliers, partners and systems across EDI, APIs, legacy databases and cloud apps in one place, with 90+ pre-built connectors, 2000+ customers and 20 years of supply chain expertise behind it. Lobster gives teams control over how data flows across their supply chain, so they can build, customise and maintain integrations themselves. Teams can also see, enrich and act on data as it moves across systems and partners, using workflows, exception handling and human input where needed. Purpose-built for logistics, manufacturing and retail, Lobster helps organisations reduce integration complexity, respond faster when requirements change, and keep their supply chain data flowing as operations evolve.

Average Rating: 4.6/5.0

Total Reviews: 106

How Do G2 Users Rate Lobster Data Platform?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.1/10)
  • Automation: 9.5/10 (Category avg: 9.0/10)
  • Scalability: 8.9/10 (Category avg: 8.7/10)
  • Auditing: 7.7/10 (Category avg: 8.2/10)

Who Is the Company Behind Lobster Data Platform?

  • Seller: Lobster Data GmbH
  • Company Website:
  • Year Founded: 2002
  • HQ Location: Tutzing, Germany
  • LinkedIn® Page: www.linkedin.com
    333 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Logistics and Supply Chain, Transportation/Trucking/Railroad
  • Company Size: 61% Medium, 26% Large

What Do G2 Reviewers Say About Lobster Data Platform?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Lobster Data Platform, highlighting its quick setup and reliable performance.
  • Users praise the excellent customer support of Lobster Data Platform for its quick assistance and effective onboarding.
  • Users appreciate the seamless integration capabilities of Lobster Data Platform, effectively connecting various internal and external systems.
  • Users value the seamless integrations of Lobster Data Platform, enabling efficient connectivity across internal and external systems.
  • Users love the intuitive user interface of Lobster Data Platform, enabling quick project realization and satisfaction.
Cons
  • Users find the complexity of Lobster Data Platform overwhelming due to its numerous functions and options.
  • Users express concerns over the inconsistent documentation and interface changes that hinder usability and clarity in Lobster Data Platform.
  • Users find the complex usability challenging, especially with many functions and intricate process chains.
  • Users find the subscription pricing to be high, pointing out its complexity and lack of included features.
  • Users find the missing features in Lobster Data Platform limiting, particularly with API management and documentation.

What Are Recent G2 Reviews of Lobster Data Platform?

timextender

Timextender is a metadata-driven data platform that helps organizations build AI-ready data infrastructure up to 10x faster. The Timextender Data Platform unifies four modules, Data Integration, Data Enrichment, Data Quality, and Orchestration, that together automate the ingestion, governance, and delivery of data across the storage platform of your choice. Timextender is designed to help businesses manage their data infrastructure without extensive manual coding, giving data teams direct control over accuracy, governance, and the pace at which they can put trusted data to work.

Average Rating: 4.3/5.0

Total Reviews: 146

How Do G2 Users Rate timextender?

  • Has the product been a good partner in doing business?: 9.0/10 (Category avg: 9.1/10)
  • Automation: 8.7/10 (Category avg: 9.0/10)
  • Scalability: 8.0/10 (Category avg: 8.7/10)
  • Auditing: 7.5/10 (Category avg: 8.2/10)

Who Is the Company Behind timextender?

  • Seller: timextender
  • Company Website:
  • Year Founded: 2006
  • HQ Location: Aarhus, DK
  • Twitter: @timextender
    17,630 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    90 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Business Intelligence Consultant, Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 45% Medium, 33% Small

What Do G2 Reviewers Say About timextender?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use in Timextender's drag-and-drop interface makes data management efficient and accessible.
  • Users praise the responsive customer support of TimeXtender, enhancing their overall experience and satisfaction.
  • Users value the automation features of TimeXtender, streamlining data integration and enhancing development efficiency.
  • Users appreciate the user-friendly interface of TimeXtender, making it easy to get started and focus on design.
  • Users appreciate the time-saving capabilities of TimeXtender, enhancing workflow efficiency and simplifying data management.
Cons
  • Users experience limitations in functionality with TimeXtender, struggling with offline issues and lack of features for collaboration.
  • Users face a steep learning curve with Data Management in TimeXtender, finding it complex and limited in functionality.
  • Users face challenges due to poor documentation, making it difficult to navigate and fully utilize TimeXtender.
  • Users face a steep learning curve with TimeXtender, struggling with complex features and limited coding assistance.
  • Users experience unexpected behavior and connectivity issues with TimeXtender, complicating data handling and project deployment.

What Are Recent G2 Reviews of timextender?

What Are G2 Users Discussing About timextender?

Amazon S3 Transfer Acceleration

Amazon S3 Transfer Acceleration makes public Internet transfers to Amazon S3 faster.

Average Rating: 4.3/5.0

Total Reviews: 12

How Do G2 Users Rate Amazon S3 Transfer Acceleration?

  • Has the product been a good partner in doing business?: 7.9/10 (Category avg: 9.1/10)
  • Automation: 8.3/10 (Category avg: 9.0/10)
  • Scalability: 9.2/10 (Category avg: 8.7/10)
  • Auditing: 9.2/10 (Category avg: 8.2/10)

Who Is the Company Behind Amazon S3 Transfer Acceleration?

  • Seller: Amazon Web Services (AWS)
  • Year Founded: 2006
  • HQ Location: Seattle, WA
  • Twitter: @awscloud
    2,232,483 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    148,266 employees on LinkedIn®
  • Ownership: NASDAQ: AMZN

Who Uses This Product?

  • Company Size: 33% Large, 33% Medium

What Are Recent G2 Reviews of Amazon S3 Transfer Acceleration?

What Are G2 Users Discussing About Amazon S3 Transfer Acceleration?

Talend Cloud Data Integration

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.

Average Rating: 4.3/5.0

Total Reviews: 92

How Do G2 Users Rate Talend Cloud Data Integration?

  • Has the product been a good partner in doing business?: 8.4/10 (Category avg: 9.1/10)
  • Automation: 8.7/10 (Category avg: 9.0/10)
  • Scalability: 8.8/10 (Category avg: 8.7/10)
  • Auditing: 8.9/10 (Category avg: 8.2/10)

Who Is the Company Behind Talend Cloud Data Integration?

  • Seller: Qlik
  • Year Founded: 1993
  • HQ Location: Radnor, PA
  • Twitter: @qlik
    64,130 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4,399 employees on LinkedIn®
  • Phone: 1 (888) 994-9854

Who Uses This Product?

  • Who Uses This: Software Analyst, Data Engineer
  • Top Industries: Pharmaceuticals, Information Technology and Services
  • Company Size: 65% Large, 31% Medium

What Are Recent G2 Reviews of Talend Cloud Data Integration?

What Are G2 Users Discussing About Talend Cloud Data Integration?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026