There are over 50 ETL and ELT tools on the market in 2026. This directory covers all of them: managed ELT platforms, open-source frameworks, enterprise integration suites, CDC/streaming tools, reverse ETL platforms, cloud-native services, and marketing-focused connectors.
If you want a shorter, hands-on buyer's guide with in-depth reviews, see our Top 15 Best ETL Tools in 2026. For real-time and CDC-focused tools specifically, see Top 8 CDC Tools in 2026.
How to Use This Directory
Each tool is listed with its connector count, pricing model, deployment type, G2 rating, and a one-line summary. Tools are grouped by category:
- Managed ELT Platforms (cloud-hosted, turnkey)
- Open-Source & Code-First (self-host or bring your own infra)
- Enterprise Integration Suites (governance, hybrid, compliance)
- Cloud-Native ETL Services (AWS, Azure, GCP, Databricks)
- CDC & Streaming-First (real-time, sub-minute latency)
- Reverse ETL & Data Activation (warehouse to SaaS)
- Marketing & Analytics Connectors (ad platforms, reporting)
- Niche & Specialized (vertical, lightweight, or legacy)
Managed ELT Platforms
These are cloud-hosted platforms that handle infrastructure, scheduling, and connector maintenance for you. Best for teams that want low-maintenance data pipelines.
| Tool | Connectors | Pricing | Free tier | G2 | Summary |
|---|---|---|---|---|---|
| Fivetran | 700+ | Usage-based (MAR) | Yes | 4.2 | The benchmark for managed ELT. Highest connector quality and reliability. Usage-based pricing can surprise growing teams. In-depth review |
| Weld | 300+ | Subscription | Yes | 4.8 | Unified ELT + reverse ETL + SQL transforms in one platform. Predictable pricing. Smaller connector catalog than Fivetran. In-depth review |
| Hevo Data | 150+ | Subscription | Yes | 4.3 | No-code ELT with fast setup. Analyst-friendly but limited on advanced use cases. In-depth review |
| Matillion | 150+ | Usage-based (credits) | No | 4.3 | Visual pipeline builder with push-down ELT in your warehouse. Credit-based pricing can spike. In-depth review |
| Rivery | 200+ | Usage-based (credits) | No | 4.7 | UI-driven ELT with reverse ETL capabilities. Good for straightforward flows. In-depth review |
| Keboola | 700+ | Usage/Quote | Yes | 4.7 | End-to-end data platform: connectors, orchestration, transforms, governance. Ambitious but complex. In-depth review |
| Integrate.io | 100+ | Subscription | No | 4.3 | ETL/ELT with CDC and reverse ETL. Fixed-price plans. Formerly Xplenty. |
| Mozart Data | 300+ | Subscription | No | 4.8 | Managed modern data stack (ELT + warehouse + transforms). Good for teams that want everything bundled. |
| 5X | 500+ | Subscription | Yes | 4.7 | Full-stack data platform combining ingestion, warehouse, transforms, and BI in one. |
| Dataddo | 398+ | Subscription | Yes | 4.7 | No-code ETL/ELT with reverse ETL. Strong on marketing and analytics sources. |
| Stitch | 140+ | Usage-based (rows) | Yes | 4.5 | Developer-focused ELT built on Singer. Now part of Qlik/Talend. Connector quality varies. |
Open-Source & Code-First
Self-hosted or code-first tools for engineering teams that want full control over their pipelines.
| Tool | Connectors | Pricing | G2 | Summary |
|---|---|---|---|---|
| Airbyte | 600+ | Free (self) / Usage (cloud) | 4.2 | Largest open-source connector catalog. Self-host for free or use Airbyte Cloud. Quality varies on community connectors. In-depth review |
| Meltano | 600+ | Free + paid support | 4.6 | CLI-first, Singer-based ELT. Version-controlled, CI/CD-driven. No UI for business users. In-depth review |
| dlt (dltHub) | 100+ | Free (open-source) | N/A | Python library for building ELT pipelines. Schema inference, incremental loading. No UI, bring your own orchestrator. In-depth review |
| Pentaho Data Integration | 150+ | Free CE / Paid enterprise | 4.1 | Mature open-source ETL with visual designer (Spoon/Kettle). Now part of Hitachi Vantara. |
| StreamSets Data Collector | 200+ | Free CE / Paid cloud | 4.5 | Drag-and-drop data pipeline builder with dataflow monitoring. Good for streaming and batch. |
Enterprise Integration Suites
Full-featured platforms for large organizations with governance, compliance, and hybrid deployment needs.
| Tool | Connectors | Pricing | G2 | Summary |
|---|---|---|---|---|
| Informatica PowerCenter | 200+ | Enterprise license | 4.3 | Industry-standard enterprise ETL. Deep data quality, lineage, and governance. Requires specialized skills. In-depth review |
| Informatica Cloud (IDMC) | 200+ | Subscription | 4.4 | Cloud-native successor to PowerCenter. iPaaS with AI-assisted mapping. Still complex for small teams. |
| Qlik Talend Cloud | 100+ | Tiered subscription | 4.0 | Enterprise CDC + ELT with data quality and governance. Strong for hybrid on-prem-to-cloud migration. In-depth review |
| IBM DataStage | 200+ | Enterprise license | 4.0 | Legacy enterprise ETL from IBM. Parallel processing engine. Steep learning curve. |
| MuleSoft (Anypoint) | 350+ | Enterprise subscription | 4.4 | API-led integration platform (Salesforce-owned). Strong for application integration, less ETL-focused. |
| SnapLogic | 500+ | Enterprise subscription | 4.4 | Low-code iPaaS with AI-assisted integration. Good for IT teams needing app + data integration. |
| Dell Boomi | 200+ | Enterprise subscription | 4.3 | Cloud iPaaS with ETL, API management, and master data. Broad but jack-of-all-trades. |
| Jitterbit | 100+ | Enterprise subscription | 4.3 | iPaaS for API and data integration. Template-driven. Pricing is quote-based. |
| CloverDX | 150+ | Enterprise license | 4.2 | Data integration platform for complex transformation workflows. Strong on data quality. |
| FME (Safe Software) | 450+ | Subscription / perpetual | 4.7 | Spatial and non-spatial data integration. Unique strength in geospatial ETL. |
Cloud-Native ETL Services
ETL/ELT services built into major cloud platforms. Best when you are already committed to a specific cloud.
| Tool | Cloud | Pricing | G2 | Summary |
|---|---|---|---|---|
| AWS Glue | AWS | Usage-based (DPU-hour) | 4.1 | Serverless Spark ETL with Data Catalog. Deep S3/Athena/Redshift integration. Debugging PySpark is painful. In-depth review |
| Azure Data Factory | Azure | Usage-based (activity + compute) | 4.4 | Drag-and-drop pipeline designer. Deep Azure service integration. Complex pricing model. In-depth review |
| Google Cloud Dataflow | GCP | Usage-based (vCPU + GB) | 4.3 | Apache Beam runner for batch and streaming. Powerful but requires Java/Python development skills. |
| Databricks Lakeflow | Multi | Usage-based (Databricks compute) | N/A | Lakehouse-native ingestion and orchestration. Best value inside Databricks-heavy stacks. In-depth review |
CDC & Streaming-First
Tools purpose-built for real-time change data capture and streaming pipelines. See also our dedicated Top 8 CDC Tools in 2026 guide.
| Tool | Connectors | Pricing | G2 | Summary |
|---|---|---|---|---|
| Estuary Flow | 200+ | Usage-based | 4.8 | Real-time CDC without managing Kafka. Sub-second latency. Connector catalog still growing. In-depth review |
| Qlik Replicate | 100+ | Enterprise license | 4.7 | Enterprise CDC replication engine (formerly Attunity). Strong for database-to-warehouse CDC. |
| Weld | 300+ | Subscription | 4.8 | CDC capabilities for database sources with sub-minute sync. Combined with ELT and reverse ETL. In-depth review |
| Fivetran | 700+ | Usage-based (MAR) | 4.2 | Log-based CDC for supported database sources. Part of broader managed ELT platform. In-depth review |
| Airbyte | 600+ | Free (self) / Usage (cloud) | 4.2 | CDC support via Debezium for Postgres, MySQL, SQL Server, MongoDB. Quality varies. In-depth review |
| StreamSets | 200+ | Free CE / Paid cloud | 4.5 | Streaming-oriented data pipeline builder with CDC and event-driven architectures. |
Reverse ETL & Data Activation
Tools that sync data from your warehouse back into SaaS tools (CRM, ad platforms, support tools).
| Tool | Destinations | Pricing | G2 | Summary |
|---|---|---|---|---|
| Hightouch | 300+ | Free tier + paid | 4.6 | Leading reverse ETL platform. Strong audience builder and sync observability. |
| Census | 200+ | Free tier + paid | 4.6 | Reverse ETL with live syncs. Good for operational analytics and PLG activation. |
| Weld | 50+ | Subscription | 4.8 | Reverse ETL built into the same platform as ingestion and transforms. Fewer destinations than specialists. In-depth review |
| Twilio Segment | 300+ | Free tier + paid | 4.6 | Customer data platform with reverse ETL. Strong on event tracking and identity resolution. |
Marketing & Analytics Connectors
Platforms focused on pulling data from advertising, analytics, and marketing tools. Typically used by marketing teams and agencies.
| Tool | Connectors | Pricing | G2 | Summary |
|---|---|---|---|---|
| Supermetrics | 128+ | Subscription | 4.4 | Marketing data ETL to Google Sheets, Looker Studio, warehouses. Agency-friendly. |
| Funnel | 500+ | Subscription | 4.5 | Marketing data hub with data transformation and export. Good for multi-channel marketers. |
| Adverity | 600+ | Subscription | 4.5 | Marketing data integration with transformation and harmonization. Enterprise/agency focus. |
| Improvado | 500+ | Custom pricing | 4.5 | Marketing analytics platform with automated reporting. Strong agency support. |
| Whatagraph | 100+ | Subscription | 4.5 | Marketing reporting tool with cross-channel dashboards. Agency-focused. |
| Windsor.ai | 300+ | Subscription | 4.7 | Multi-touch attribution and marketing data integration. Good for ROI tracking. |
| Polar Analytics | 45+ | Subscription | 4.5 | E-commerce analytics platform focused on DTC brands. Shopify, Meta, Google Ads. |
| Triple Whale | 50+ | Subscription | 4.6 | E-commerce analytics and attribution. Focused on Shopify merchants. |
Niche & Specialized
Lightweight, vertical, or legacy tools that serve specific use cases.
| Tool | Connectors | Pricing | G2 | Summary |
|---|---|---|---|---|
| Portable | 1,000+ | Subscription | 4.9 | No-code ELT focused on long-tail and niche data sources. Good for sources not covered by major platforms. |
| Matia | 50+ | Subscription | 4.8 | Full-stack data platform for startups. Combines ingestion, transforms, and visualization. |
| Etlworks Integrator | 300+ | Subscription | 4.5 | Lightweight ETL/ELT with API integration. Good for small-to-mid data teams. |
| Skyvia | 190+ | Subscription | 4.0 | Cloud data integration with backup and replication. Simple UI, limited on advanced ETL. |
| Blendo | 30+ | Subscription | 4.3 | Simple ELT for SaaS data. Small connector catalog. |
| DashThis | 34+ | Subscription | 4.8 | Marketing reporting dashboards. Not a true ETL tool but connects marketing data. |
| Databox | 100+ | Subscription | 4.5 | KPI dashboard tool with data connections. Reporting-focused, not data integration. |
| Equals | N/A | Custom pricing | N/A | Spreadsheet-based analytics with built-in ELT and managed Snowflake. Niche. |
| Rows | N/A | Subscription | N/A | Spreadsheet with built-in data connections. Good for quick ad-hoc pulls. |
| Alooma | 100+ | Acquired by Google | N/A | Formerly a real-time data pipeline tool. Acquired by Google in 2019 and folded into BigQuery. Legacy. |
How to Choose
With 50+ tools on the market, narrowing down is harder than finding options. Here is how to filter quickly:
By team size and technical capacity:
- No engineers available: Hevo, Weld, Rivery, Supermetrics
- Small data team (1-3 engineers): Fivetran, Weld, Airbyte Cloud, Keboola
- Dedicated data engineering: Airbyte (self-hosted), Meltano, dlt, AWS Glue
- Enterprise data ops: Informatica, Qlik Talend, SnapLogic, MuleSoft
By primary use case:
- SaaS-to-warehouse ELT: Fivetran, Airbyte, Weld, Hevo
- CDC / real-time: Estuary, Qlik Replicate, Weld, StreamSets
- Reverse ETL / activation: Hightouch, Census, Weld
- Marketing data: Supermetrics, Funnel, Adverity, Improvado
- Cloud-native: AWS Glue (AWS), Azure Data Factory (Azure), Google Cloud Dataflow (GCP), Databricks Lakeflow (Databricks)
- Open-source / code-first: Airbyte, Meltano, dlt, Pentaho
By AI and agent workflow fit:
- Managed agent-facing workflows: Weld, Fivetran, Hevo
- Engineering-led agent automation: Airbyte, Meltano, dlt
- Streaming and event-driven agents: Estuary, Qlik Replicate, StreamSets
- Enterprise API and integration orchestration: MuleSoft, Boomi, Jitterbit
- Marketing agents and automated reporting: Supermetrics, Funnel, Adverity, Triple Whale
By budget:
- Free / open-source: Airbyte (self-hosted), Meltano, dlt, Pentaho CE
- Under $500/month: Weld, Hevo, Stitch, Skyvia
- $500-2,000/month: Fivetran, Matillion, Rivery, Keboola
- Enterprise (custom pricing): Informatica, Qlik Talend, SnapLogic, MuleSoft
For a hands-on comparison with in-depth reviews, see our Top 15 Best ETL Tools in 2026.
Sources and Verification
Primary vendor claims (pricing, connectors, deployment, and documentation references) are aligned to our competitor source-of-truth dataset and official vendor pages.
- Source dataset: competitor-data.json
- Method: vendor pricing/docs/connectors pages + review platform cross-checks
- Last verified against source-of-truth: May 9, 2026
When evaluating tools for AI agents specifically, we also care about four extra signals: API access, observability, transformation compatibility, and whether the platform can safely trigger downstream actions after a sync completes.
ETL vs ELT vs CDC vs Reverse ETL
| Approach | How it works | Best for |
|---|---|---|
| ETL (Extract, Transform, Load) | Data is transformed before loading into the warehouse | Legacy systems, strict schema requirements |
| ELT (Extract, Load, Transform) | Raw data lands in the warehouse first, then transforms run in SQL | Modern cloud warehouses (BigQuery, Snowflake, Redshift) |
| CDC (Change Data Capture) | Only changed rows are captured and replicated in real-time | Low-latency sync, operational databases, event-driven architectures |
| Reverse ETL | Data moves from the warehouse back into SaaS tools | Sales/marketing activation, operational analytics |
Most modern tools blur these lines. Fivetran started as ELT and added CDC and reverse ETL. Weld combines ELT, CDC, and reverse ETL in one platform. Airbyte supports CDC for database sources. The boundaries are dissolving.
FAQs
How many ETL tools are there?
There are over 50 active ETL, ELT, and data integration tools on the market in 2026. This includes managed platforms (Fivetran, Weld, Hevo), open-source frameworks (Airbyte, Meltano, dlt), enterprise suites (Informatica, Qlik Talend), cloud-native services (AWS Glue, Azure Data Factory), and specialized tools for CDC, reverse ETL, and marketing data.
What is the most popular ETL tool?
By market share and brand recognition, Fivetran and Informatica are the most widely used. In the open-source space, Airbyte has the largest community. Among cloud-native tools, AWS Glue and Azure Data Factory dominate their respective ecosystems.
What is the cheapest ETL tool?
Several tools are free: Airbyte (self-hosted), Meltano, dlt, and Pentaho Community Edition are open-source and free to run. Among managed platforms, Weld and Hevo offer free tiers. Stitch starts at $100/month for usage-based plans.
Do I need a separate ETL and reverse ETL tool?
Not necessarily. Platforms like Weld, Fivetran (via Census), and Rivery combine ingestion and reverse ETL. Dedicated reverse ETL tools like Hightouch and Census offer deeper destination support and audience-building features.
What is the best ETL tool for AI agents?
The best ETL tool for AI agents depends on the operating model. For managed, warehouse-centric agent workflows, Weld is a strong fit because it combines ELT, dbt-compatible transformations, and reverse ETL in one platform. For low-maintenance ingestion where the agent mostly needs reliable synced data, Fivetran remains a strong choice. For technical teams building custom agent tooling, Airbyte, Meltano, and dlt are strong options because they expose more of the workflow to code, infrastructure, and automation layers.
What makes a data integration tool useful in an agentic world?
A useful agentic data tool does more than move data. It should let software inspect run state, understand schema changes, access trusted transformed models, and trigger downstream actions safely. In practice, that means APIs, logs, lineage, dbt or SQL compatibility, permission controls, and reliable retry behavior matter as much as connector count.
Which ETL tool is best for marketing data?
For marketing-specific data (ad platforms, analytics, attribution), Supermetrics, Funnel, and Adverity are purpose-built. For general-purpose ETL that also covers marketing sources, Fivetran, Weld, and Airbyte have strong connector coverage across advertising and analytics platforms.
Related Guides
- Top 15 Best ETL Tools in 2026: Hands-on reviews of the top ETL and ELT platforms
- Top 8 CDC Tools in 2026: Focused guide for real-time and streaming data integration
- ETL vs ELT: What is the Difference?: Deep dive into the two approaches
- What is Reverse ETL?: How data activation works
- Best ELT Tools: ELT-specific comparison
- Top Data Warehouses: Where your data lands after ETL
