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Best ETL & Data Pipelines Tools in 2026

ETL tools and data pipelines

104 tools evaluated · 10 top picks · Updated September 2026

Key Takeaways
  • MuleSoft is our overall pick for ETL & data pipelines in 2026. Logstash is our free pick.
  • We analyzed 104 ETL & data pipelines tools to create this ranking.
  • 4 tools offer free plans, perfect for getting started.

ETL/ELT has been transformed by the modern data stack: extract/load tools (Fivetran, Airbyte, Stitch, Hightouch) load raw data into warehouses; transformation happens in SQL via dbt. Traditional all-in-one ETL is increasingly legacy.

7 Top ETL & Data Pipelines Tools Compared

Starting price, average user rating, and our pick for each category.

ToolOur takeStarting priceRating
MuleSoft logo
MuleSoft
Best overallContact sales4.4
Qlik logo
Qlik
Best free tier$30/mo4.4
Boomi logo
Boomi
Solid pickContact sales4.4
Skyvia logo
Skyvia
Highest ratedFree + paid4.8
Logstash logo
Logstash
Solid pickFree4.6
Fivetran logo
Fivetran
Solid pick$500/mo4.3
Jitterbit logo
Jitterbit
Solid pickContact sales4.5

How the Top ETL & Data Pipelines Tools Compare

The ETL & data pipelines category is highly competitive in 2026, with MuleSoft and Qlik both ranking among the top choices on Toolradar's assessment, followed closely by Boomi. The tight competition reflects how mature this market has become.

Pricing varies significantly among the top picks: Qlik (freemium (free tier available)), Skyvia (freemium (free tier available)) offer free access, while MuleSoft and Boomi require a paid subscription. Teams on a budget should start with Qlik, which delivers strong value despite its free tier.

Computed from live tool ratings, review counts, and editorial scores.Editorial policy

Top ETL & Data Pipelines tools

01
MuleSoft logo

Unify apps, data, and devices across cloud and on-premise

Paid4.4/51,468 ratings · Sep 2026

MuleSoft Anypoint Platform is an enterprise integration and API management platform owned by Salesforce. It connects applications, data sources, and devices across on-premise and cloud environments through a unified architecture. The platform includes API design, development, and governance tools alongside pre-built connectors for hundreds of systems including Salesforce, SAP, Workday, and AWS. MuleSoft Composer provides low-code integration for business teams, while Robotic Process Automation (RPA) handles legacy system workflows. Intelligent Document Processing (IDP) extracts data from unstructured documents using AI. The platform also supports AI agent development through MuleSoft for Agentforce. Used by enterprises for digital transformation, it is the market leader in integration platforms, though its pricing starts at $57,000/year, making it suitable for mid-market to enterprise organizations.

MuleSoft screenshot
+Most comprehensive enterprise integration platform on the market
+Massive library of pre-built connectors accelerates implementation
+Deep Salesforce ecosystem integration as a native product
Starting at $57,000/year, it is prohibitively expensive for small businesses
Steep learning curve, requires significant technical expertise to configure
Weak value

MuleSoft's pricing, starting at $57,000/year for the Anypoint Platform, is significantly expensive compared to many integration platforms, especially for SMBs.

Watch out

Overage fees for exceeding Automation Credits

02
Qlik logo

AI-powered analytics and robust data integration solutions for enterprise organizations.

Freemium4.4/51,191 ratings · Sep 2026

Qlik provides a unified platform for data integration, AI, and analytics, designed to help enterprise organizations make smarter decisions faster. The platform offers Qlik Cloud Analytics for powerful, AI-driven analytics, enabling users to explore data, create dashboards, and uncover insights. With Qlik Answers, users can ask questions about their data and find new connections, while automated reports and third-party app integrations streamline actions. Qlik Talend Cloud delivers trusted data across organizations, facilitating faster data-driven projects and more efficient operations. It supports moving enterprise data on-premises or to the cloud, transforming data to keep it accurate and secure, and streamlining end-to-end data management with high-quality, curated data. Qlik also specializes in accelerating AI transformation by combining trusted data with built-in AI for smarter insights, custom predictive models, and intelligent experiences. The platform offers extensive data connectors, including specialized integrations for AWS, SAP, and mainframe data, ensuring real-time data delivery and analytics readiness.

+Powerful BI platform
+Associative engine
+Good analytics
Expensive
Learning curve
Fair value

Qlik's pricing is on the higher side, especially for smaller teams.

Watch out

Standard tier requires 20 full users minimum.

03
Boomi logo

Integration platform and iPaaS

Paid4.4/5779 ratings · Sep 2026

Boomi is an enterprise integration platform (iPaaS) that connects applications, data, and workflows across cloud and on-premise environments. Its low-code interface supports API management, EDI/B2B integration, event-driven architectures, and AI agent orchestration through 30,000+ pre-built connectors. Boomi serves mid-market to enterprise organizations that need to unify SaaS tools, legacy systems, and data pipelines without heavy custom development.

Boomi screenshot
+Massive connector library covers virtually any SaaS or legacy system
+Low-code interface reduces development time
+Unified platform spans integration, API, MDM, and automation
Enterprise pricing is opaque and negotiation-based
Steep learning curve for advanced integration patterns
Fair value

Boomi's pricing is expensive for small businesses, with the Pay-as-You-Go plan starting at $99/month plus $0.05 per Boomi Message, which can quickly add up.

Watch out

Boomi Message overage fees can escalate quickly.

04
Skyvia logo

No-code data integration for 200+ apps and databases

Freemium4.8/5437 ratings · Aug 2026

Skyvia is a no-code data integration platform that helps data-driven teams move, transform, and activate data across 200+ SaaS applications, databases, file storages, and data warehouses. It supports ETL/ELT, Reverse ETL, synchronization, workflow automation, and live data access from a single platform. Teams can build end-to-end data warehouse pipelines, replicate operational data to Snowflake, BigQuery, Redshift, and other destinations, transform data, and send it back to business applications. Visual configuration, automatic schema drift handling, and per-object run logs with failure alerts keep pipelines running without a dedicated data engineer. Volume-based pricing makes Skyvia suitable for both straightforward integrations and enterprise data workflows.

Skyvia screenshot
+Easiest to Use ETL Tool on G2
+200+ pre-built connectors for apps, databases, and warehouses
+ETL/ELT, Reverse ETL, sync, and orchestration in one platform
Polling-based scheduling, one-minute minimum on certain plans
Learning curve for complex multi-step transformations
Good value

Skyvia's pricing is generally fair, especially for its entry-level paid plans.

Watch out

Potential for overage if not on unlimited plans

05
Logstash logo

Ingest, transform, and send data with 200+ plugins

Free4.6/5553 ratings · Sep 2026

Logstash is an open-source data processing pipeline that ingests, transforms, and sends data. Part of the Elastic Stack alongside Elasticsearch and Kibana. 200+ plugins connect to data sources and destinations. Filter and enrich logs in real-time. Scale horizontally for high-volume data. The ETL pipeline for log and event data.

+Flexible pipelines
+Many inputs/outputs
+Part of ELK stack
Resource intensive
JVM overhead
Great value

Logstash's pricing is exceptionally generous as it is entirely free and open-source.

06
Fivetran logo

Automated data integration and ELT

Paid4.3/5855 ratings · Sep 2026

Fivetran moves data from sources to warehouses automatically. Connect your tools, data flows to your warehouse-ELT that handles the extraction and loading so you can focus on transformation. The connector catalog is extensive. Updates happen automatically. Schema changes are handled gracefully. Data teams wanting reliable data movement without building pipelines choose Fivetran for managed ELT.

+Best data integration
+Many connectors
+Fully managed
Very expensive
Per-row pricing
Fair value

Fivetran's pricing is expensive, especially considering the base 'Standard' tier starts at $500/month for 1M MAR, which can quickly escalate.

Watch out

Usage-based pricing on MAR can lead to overages

07
Jitterbit logo

Connect enterprise systems with AI-infused low-code integration

Paid4.5/5629 ratings · Sep 2026

Jitterbit is an enterprise integration platform as a service (iPaaS) that combines data orchestration, workflow automation, API management, and low-code app development on its Harmony platform. It uses AI-infused automation to connect disparate enterprise systems including ERP, CRM, HCM, and ecommerce platforms without extensive coding. The platform supports EDI, real-time and batch integrations, and pre-built connectors for Salesforce, SAP, NetSuite, and hundreds of other enterprise applications. Jitterbit targets mid-market to large enterprises needing to modernize their integration infrastructure.

Jitterbit screenshot
+Unified platform covering iPaaS, API management, and app development
+AI-powered automation reduces manual integration work
+Strong enterprise connector library for ERP and CRM systems
No public pricing-requires contacting sales
Steep learning curve for complex enterprise integrations

Watch out

Overage fees for exceeding transaction limits

08
Cleo logo

Automate B2B supply chain data exchange with EDI and APIs

Paid4.6/5533 ratings · Sep 2026

Cleo Integration Cloud is a B2B integration platform that helps businesses automate supply chain data exchange through EDI (Electronic Data Interchange), APIs, and other integration protocols. The platform enables companies to connect with trading partners, automate order processing, and orchestrate complex supply chain workflows without manual data entry. The platform supports traditional EDI standards (X12, EDIFACT) alongside modern APIs, enabling businesses to integrate with partners regardless of their technical capabilities. Cleo handles document translation, mapping, and validation, ensuring data flows accurately between disparate systems. The cloud-based architecture provides visibility into all B2B transactions with real-time monitoring and alerts. Cleo serves mid-market and enterprise businesses across retail, manufacturing, logistics, and distribution industries. The platform can be deployed as cloud, hybrid, or private cloud to meet varying security and compliance requirements.

+AI financial assistant app
+Conversational budgeting interface
+Spending insights and tracking
Subscription for premium features
Requires bank account linking
Fair value

Cleo's pricing structure, ranging from a Free tier to the Builder tier at $14.99/month, appears generous for personal finance management.

09
SnapLogic logo

Generative integration platform

Paid4.1/5481 ratings · Sep 2026

SnapLogic is an enterprise integration platform (iPaaS) that connects data, applications, APIs, and AI through a unified cloud-based environment. Its visual drag-and-drop interface enables teams to build ETL/ELT pipelines, automate cross-departmental workflows, and manage APIs without heavy coding. SnapLogic stands out with native AI capabilities including AgentCreator for deploying no-code AI agents and SnapGPT for generative AI-assisted integration design. The platform supports both cloud and on-premises systems across HR, finance, sales, and marketing.

SnapLogic screenshot
+Unified platform covering integration, automation, and AI in one place
+No-code AgentCreator lowers the barrier for AI adoption
+500+ connectors reduce custom development work
Custom enterprise pricing with no published plans
Steep learning curve for advanced orchestration patterns
Good value

SnapLogic's custom pricing model, typical for enterprise iPaaS, makes it difficult to assess fairness without a quote.

Watch out

Potential for high minimum contract values.

10
Census logo

Sync data from your warehouse to 150+ SaaS tools without code

Freemium4.4/5406 ratings · May 2026

Census is a reverse ETL platform that syncs data from your warehouse to SaaS tools. Send customer data from Snowflake, BigQuery, or Redshift directly to Salesforce, HubSpot, and 150+ destinations. No engineering required - business teams define syncs visually. Real-time and scheduled syncs keep tools in sync with your source of truth. Turn your data warehouse into the customer data platform you already have.

+Good reverse ETL
+Warehouse native
+Many destinations
Expensive
Learning curve
Good value

Census's pricing is on the higher end for Reverse ETL, with the Growth tier starting at $800/month.

Why these ETL & data pipelines tools didn't make our top 10.

We evaluated 104 ETL & data pipelines tools and these 20 ranked 11 through 30. They're solid options that fell short on one or two axes (review depth, pricing transparency, feature parity), but worth a look if the leaders don't fit your stack or budget.

Popular etl & data pipelines comparisons

See how the leading etl & data pipelines tools stack up head-to-head.

ETL & Data Pipelines pricing, compared

Real plans and the hidden costs for each tool.

Browse all ETL & data pipelines tools

104 tools
Windsor logo
Windsor
Connect any data source, analyze anywhere, and automate ETL/ELT pipelines with no code.
freemium· Web
RudderStack logo
RudderStack
Open-source CDP to collect, route, and activate your customer data
freemium· Web, Android, iOS
Talend logo
Talend
Data integration and management platform
paid· Web
Mozart Data logo
Mozart Data
The modern data platform for growing businesses, simplifying ETL, warehousing, and transformation.
freemium· Web
Azure Synapse logo
Azure Synapse
Analytics service combining data warehousing and big data
paid· Web
Stitch logo
Stitch
Automate data pipeline management and sync data to your warehouse, data lake, or lakehouse.
freemium· Web
Hotglue logo
Hotglue
Empower your SaaS with embedded ETL for seamless customer data integrations.
paid· Web
Onehouse logo
Onehouse
The universal data lakehouse platform for accelerated, cost-effective data ingestion and processing.
paid· Web
Litmus Automation logo
Litmus Automation
Powering Industrial AI at scale by transforming raw OT data into AI-ready intelligence at the edge.
freemium· Web
DataChannel logo
DataChannel
Reliable ELT, Reverse ETL, and Conversational BI on a single, scalable platform.
freemium· Web
Apache Flink logo
Apache Flink
Stateful computations over data streams for real-time and batch processing.
free
Savant Labs logo
Savant Labs
The Agentic AI Platform for Business Analytics with Enterprise Control.
paid· Web
Estuary Flow logo
Estuary Flow
Real-time data integration and ETL
freemium· Web
Redash logo
Redash
Open-source data visualization and dashboards
freemium· Web
Apache NiFi logo
Apache NiFi
Automate data flow between systems with visual interface
free· Web
EMQ logo
EMQ
The unified MQTT platform for AI and IoT data streaming, connecting devices to applications and AI services.
freemium· Web
Datafold logo
Datafold
Automated data migrations and quality testing for modern data engineering teams.
paid· Web
Vector logo
Vector
High-performance observability pipeline
free· Linux, macOS, Windows
Warpstream logo
Warpstream
The diskless, Kafka-compatible data streaming platform that runs fully in your cloud.
paid· Web
Materialize logo
Materialize
The Live Data Layer for Apps and AI Agents, enabling real-time insights with SQL.
paid· Web
Decodable logo
Decodable
Unify your data stack with a fully-managed, serverless platform for real-time ETL/ELT and stream processing.
freemium· Web
Elementary Data logo
Elementary Data
Ensure trusted data for the AI era with a unified control plane for observability, quality, governance, and discovery.
paid· Web
Seekwell logo
Seekwell
Sync SQL data from your data warehouse to business apps like Google Sheets, Salesforce, and Slack.
freemium· Web
Locoia logo
Locoia
Integrate your tech stack, automate processes, and generate reports with low-code intelligent automation.
paid· Web

Showing the top 24 of 104. Filter to narrow down.

How to choose ETL & data pipelines software

  1. Embrace ELT, not ETL

    Modern stack: load raw data into warehouse (Snowflake, BigQuery, Databricks) via Fivetran/Airbyte, then transform with dbt. Legacy: transform-in-flight via Informatica/Talend. The ELT pattern wins for most teams now.

  2. Hosted vs open-source

    Hosted (Fivetran, Stitch): set up and forget, expensive at scale. Open-source (Airbyte): cheaper, more work to operate. Match to your data eng team's capacity.

  3. Plan for reverse ETL

    Getting data INTO the warehouse is half the problem. Getting it back out to SaaS tools (CRM, marketing) is reverse ETL — Hightouch, Census, RudderStack. Many teams forget this layer.

Honorable mentions

Tools that didn't crack the headline list but deserve a look depending on what you optimize for.

  • Fivetran logo
    FivetranBest hosted ELT

    Fivetran is the longest-running hosted ELT — set up connectors, forget them. Premium pricing reflects the reliability.

Best ETL & Data Pipelines for

How we ranked these ETL & data pipelines tools

We rank by real-world signal: verified user ratings aggregated from G2, Capterra, and our own community, the volume and recency of media coverage, and hands-on editorial review for the tools we cover in depth. Pricing is re-checked and the ranking refreshed monthly. We do not sell placement in this list.

Tools reviewed
104
With free tier
63%
Last updated
September 2026

Toolradar Research

The data behind etl & data pipelines

First-party analyses built from our full catalog, methodology published.

All Toolradar research

Frequently Asked Questions

What is the best ETL & data pipelines tool in 2026?

Based on our analysis of 104 ETL & data pipelines tools, MuleSoft is our overall pick. The next tools on the list are Qlik, Boomi, Skyvia. Rankings use G2/Capterra review strength, media mentions, and editor-featured picks — the same verdict as /best/free/etl-data-pipelines and our comparison pages.

What are the top 3 ETL & data pipelines tools?

The top 3 ETL & data pipelines tools in 2026, ranked by Toolradar, are: 1) MuleSoft, Unify apps, data, and devices across cloud and on-premise. 2) Qlik, AI-powered analytics and robust data integration solutions for enterprise organizations.. 3) Boomi, Integration platform and iPaaS. Our named overall pick is MuleSoft.

Are there free ETL & data pipelines tools?

Yes. Logstash is our free pick (100% free, no paid upgrade path). 4 of the tools on this page offer a free or freemium plan.

How do I choose the right ETL & data pipelines tool?

Start by defining your team size, budget, and must-have features. MuleSoft is our overall pick. Logstash is our free pick. Compare all 104 options side-by-side on Toolradar.
ETL & Data Pipelines statisticscatalog size, ratings and pricing data, updated monthly

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