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ETL Tools

Updated August 2026 · By the ERP Research Editorial Team · Independent and vendor-neutral — no vendor pays for placement or ranking.

ETL tools extract data from source systems, transform it into a consistent structure, and load it into a warehouse or lake where it can be modeled, joined and queried at scale. For companies running an ERP, the ERP is usually the single richest and hardest source to move: general ledger, orders, inventory and customer records that live inside NetSuite, SAP or Dynamics 365 need a reliable, schema-aware pipeline rather than a one-off export.

This guide compares the leading ETL and ELT platforms on the criteria that matter most when the source is an ERP — pre-built connector depth, how they handle schema drift and incremental syncs, transformation model, and pricing — so you can shortlist tools that will actually keep a warehouse in sync with your books, not just a marketing SaaS app.

Compare ETL tools

Comparison of ETL tools options
ProductWorks withPricingDeployment
AirbyteOpen-source data integration platform with 600+ connectors for ELT into warehouses and lakes.
NetSuiteSAPOracle+3 moreFrom $10/month (Standard, volume-based)Cloud/On-premise/Hybrid
Azure Data FactoryServerless, code-free ETL/ELT service for hybrid data integration across 90+ connectors.
SAPOracleDynamics 365Pay-as-you-go by pipeline activity, data movement and integration runtime hoursCloud/Hybrid
BoomiCloud-native iPaaS connecting ERP, CRM and applications at scale
NetSuiteSAPOracle+2 moreConnection-based subscription, quote-based; commonly five figures annuallyCloud/On-premise
FivetranAutomated ELT platform with 700+ prebuilt connectors, including SAP, NetSuite and Dynamics 365.
SAPNetSuiteDynamics 365+2 moreConsumption-based on Monthly Active Rows; $5 minimum monthly charge per connectionCloud/Hybrid
Hevo DataNo-code ETL/ELT platform syncing NetSuite, databases and SaaS apps into cloud data warehouses.
NetSuiteQuickBooksXeroFrom $299/mo (Starter, paid monthly; $265/mo billed annually)Cloud
Informatica Intelligent Cloud ServicesAI-driven iPaaS for data and application integration across ERPs.
ERP-agnosticQuote-basedCloud/Hybrid
MatillionCloud-native ELT platform that pushes down SAP, NetSuite and other ERP data into your warehouse.
SAPNetSuiteDynamics 365+2 moreCredit-based consumption; published plans from about $1,000/monthCloud/Hybrid
Oracle Data IntegratorOracle's E-LT data integration platform that moves and transforms ERP and database data at scale.
OracleSAPQuote-based (perpetual on-premises license or OCI cloud subscription)On-premise/Cloud
Qlik Talend CloudCloud data integration platform that moves, transforms and governs ERP data for analytics and AI.
SAPNetSuiteOracle+1 moreQuote-basedCloud
RiveryNo-code cloud ELT platform with prebuilt SAP, NetSuite, Oracle and Sage Intacct connectors.
NetSuiteSAPOracle+1 moreFrom $0.9 / BDU credit (Base tier, pay-as-you-go)Cloud
SAP Data ServicesSAP's on-premises ETL, data quality and text-data-processing platform for enterprise data.
SAPOracleQuote-basedOn-premise
SkyviaNo-code cloud platform for ETL, sync and CRM-ERP data integration
NetSuiteDynamics 365QuickBooks+2 more$7/monthCloud

ETL & Data Extraction add-ons by ERP

Compare only the options that work with your ERP:

Compare ETL & data extraction capabilities

Every product below is mapped against the same 52-capability ETL & data extraction taxonomy. Expand a module to compare capability by capability.

ETL & Data Extraction capability comparison
CapabilityAirbyte26/52Azure Data Factory24/52Oracle Data Integrator24/52Rivery24/52Fivetran22/52Hevo Data22/52
5/63/65/63/63/63/6
6/73/72/73/76/72/7
0/62/65/63/63/63/6
2/65/62/66/61/60/6
3/42/41/41/43/43/4
4/52/52/52/52/52/5
4/83/82/83/82/85/8
1/53/52/52/51/54/5
1/51/53/51/51/50/5
Core strength Supported Partial Not evidenced

“Not evidenced” means our research found no public documentation of this capability — the vendor may still offer it. Confirm on a demo.

ERP integration coverage

Which ETL & data extraction products have a standard connector to your ERP — and how deep it goes. Badges link to the marketplace listing or vendor documentation we verified.

Filter by ERP:

Certified = listed on the ERP vendor's official marketplace. Prebuilt = productised vendor-built connector. iPaaS = official integration-platform template. API = integration is possible via documented APIs but no productised connector was evidenced. A dash means we found no evidence — not that no integration exists.

AirbyteAirbyte, Inc.
Open-source data integration platform with 600+ connectors for ELT into warehouses and lakes.
NetSuiteSAPOracleWorkday+2
Serverless, code-free ETL/ELT service for hybrid data integration across 90+ connectors.
SAPOracleDynamics 365
BoomiBoomi
Cloud-native iPaaS connecting ERP, CRM and applications at scale
NetSuiteSAPOracleDynamics 365+1
FivetranFivetran, Inc.
Automated ELT platform with 700+ prebuilt connectors, including SAP, NetSuite and Dynamics 365.
SAPNetSuiteDynamics 365Oracle+1
Hevo DataHevo Data
No-code ETL/ELT platform syncing NetSuite, databases and SaaS apps into cloud data warehouses.
NetSuiteQuickBooksXero
AI-driven iPaaS for data and application integration across ERPs.
MatillionMatillion
Cloud-native ELT platform that pushes down SAP, NetSuite and other ERP data into your warehouse.
SAPNetSuiteDynamics 365Workday+1
Oracle's E-LT data integration platform that moves and transforms ERP and database data at scale.
OracleSAP
Cloud data integration platform that moves, transforms and governs ERP data for analytics and AI.
SAPNetSuiteOracleDynamics 365
RiveryRivery (a Boomi company)
No-code cloud ELT platform with prebuilt SAP, NetSuite, Oracle and Sage Intacct connectors.
NetSuiteSAPOracleSage Intacct
SAP's on-premises ETL, data quality and text-data-processing platform for enterprise data.
SAPOracle
SkyviaDevart
No-code cloud platform for ETL, sync and CRM-ERP data integration
NetSuiteDynamics 365QuickBooksSalesforce+1
SnapLogicSnapLogic
Intelligent iPaaS connecting ERP, analytics and data systems at scale.

ETL & Data Extraction customer stories

How companies actually use ETL & data extraction alongside their ERP — summarised from each vendor's published case studies.

ITV

Media · UK · Enterprise

  • Enabled digital transformation initiative
  • Delivered scalable solutions without massive product teams

Pepper Advantage

Technology · Enterprise

  • Integrated data into global data warehouse
  • Strong API management and data integration

Rhodes College

Higher Education · USA · Enterprise

  • Enabled Workday implementation
  • Modernized legacy systems

Televerde

Technology · Enterprise

  • Reduced time to build integrations by 50%
  • Pre-built patterns enabled easy data transformations

Thayer Distribution

Retail · Enterprise

  • Replicate data 10X faster
  • Build pipelines once and reuse in perpetuity
  • Increased productivity by several orders of magnitude

Spirent

Within a week from deployment, the pre-sales assistant application was up and running — summarizing competitive articles and feeding pertinent details into the live instance of SFDC for 200 sales representatives. In addition to gaining quick access to actionable intelligence, the Spirent team has uncovered several benefits since onboarding SnapLogic. Applications/efficiencies are cross-functional,

Summarised from each vendor's published customer stories. Figures are the vendor's own claims, not independently verified by ERP Research. Browse all case studies

Free PDF · Vendor-neutral · No sales calls

The ETL & Data Extraction Buyer's Guide

A vendor-neutral shortlisting guide to ETL & data extraction: how the 13 systems we track compare on capability, what to check before you sign, and the questions that separate a good fit from an expensive one.

ETL & Data Extraction Buyer's Guide

13 systems compared · 2026

ERP Research

  • Side-by-side capability comparison of 13 ETL & data extraction systems
  • ERP integration checklist — what to verify before you shortlist
  • Pricing questions to put to every vendor
  • Requirements checklist you can hand to your team
Free Download

ETL & Data Extraction Buyer's Guide

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What does ETL & data extraction cost?

Most vendors in this category price by quote, so there is no honest list price to quote you. Here is what actually drives your number — and how to get a real one.

  • Data volumerows synced, storage consumed or compute used — usage-metered rather than seat-based (6 of 13 vendors here).
  • Integrations & connectorshow many systems it has to talk to — ERP connectors are often priced separately (2 of 13 vendors here).

By submitting, you agree that ERP Research may share your details with matched ERP implementation partners, who may contact you about your enquiry. Privacy policy

4 of the 13 vendors we track in this category publish no list price at all.

Compare ETL & data extraction products side by side

Pick two to four products. Two selections unlock the full capability-by-capability comparison page.

Popular comparisons

What is an ETL tool?

An ETL tool automates the three-step process of moving data from operational systems into an analytical destination: Extract pulls records from a source (an ERP's API, database or file exports), Transform cleans, maps and restructures that data (renaming fields, joining tables, converting currencies or units), and Load writes the result into a data warehouse or lake such as Snowflake, BigQuery or Redshift. Modern cloud platforms increasingly run as ELT — loading raw data first and transforming it afterward inside the warehouse with SQL or dbt — which is faster to set up and easier to re-run than legacy on-premise ETL. For ERP data specifically, the hard part isn't the load step; it's the extract step, since ERPs expose data through rate-limited APIs, custom fields and schemas that change as the business configures the system, so connector maturity for your specific ERP matters more than raw pipeline throughput.

How to choose ETL tools

ERP connector depth

A pre-built, maintained connector for your specific ERP (NetSuite, SAP, Dynamics 365, Sage Intacct, Acumatica) beats a generic REST/JDBC connector you have to configure and maintain yourself.

Incremental sync & schema drift handling

The tool should detect new/changed fields automatically and sync only changed records, not force full re-extracts that strain your ERP's API limits.

Transformation model

ELT platforms push transformation into the warehouse (often via dbt); classic ETL tools transform in-flight — pick based on your team's SQL vs. visual-pipeline skills.

Destination support

Confirm native support for your warehouse or lake — Snowflake, BigQuery, Redshift, Databricks, Azure Synapse — plus any reverse-ETL path back into SaaS tools.

Governance & reliability

Column-level lineage, alerting on failed syncs, and role-based access matter once finance and ops both depend on the pipeline.

Pricing model

Most cloud ETL vendors price on rows/volume synced or compute consumed rather than per user — model your ERP's data volume before comparing quotes.

ETL & Data Extraction that works with your ERP

The difference between an ETL pipeline that finance trusts and one that gets abandoned after a quarter is usually the ERP connector, not the warehouse. A tool with a maintained NetSuite, SAP or Dynamics 365 connector understands your chart of accounts, custom fields and multi-subsidiary structure well enough to extract clean, incremental data without a data engineer hand-rolling API calls against rate limits. Every product below is profiled with the specific ERPs it connects to and how (native connector vs. generic API), so you can shortlist only the tools that will actually keep pace with your ERP's schema.

Frequently asked questions

What is the best ETL tool for ERP data?

The best ETL tool depends on your warehouse and ERP combination. Fully-managed connector platforms like Fivetran and Hevo Data suit teams that want minimal maintenance and pay per row synced; visual-pipeline tools like Matillion and Qlik Talend Cloud suit teams that need heavier in-flight transformation; open-source Airbyte suits teams that want to self-host and avoid vendor lock-in. Compare the options below by ERP connector depth and destination support rather than by brand alone.

How much do ETL tools cost?

Cloud ETL/ELT platforms are typically priced on data volume — rows synced per month or monthly active rows — rather than per user, with entry tiers often starting in the low hundreds of dollars per month and scaling with volume; some, like Airbyte, offer a free self-hosted open-source edition. Enterprise platforms with dedicated ERP connectors and SLAs are usually quote-based. Each product profile below lists the vendor's published pricing model where available.

Can ETL tools extract data directly from NetSuite or SAP?

Yes — most established ETL platforms publish a native NetSuite connector (via NetSuite's SuiteTalk/REST APIs) and an SAP connector (via SAP's OData services, RFC or SAP Data Services for on-premise ECC/S4HANA), which extract records incrementally without custom scripting. Coverage and update frequency vary by vendor, so confirm the connector supports your specific ERP version and the objects you need before shortlisting.

What is the difference between ETL and iPaaS?

ETL tools move data one-way into a warehouse or lake for analytics, batch-processing large volumes on a schedule. iPaaS platforms synchronize data bi-directionally and in near-real-time between live applications — for example, keeping NetSuite and Salesforce records in sync — rather than landing data for reporting. If you need warehouse-bound analytics pipelines see this page; if you need live app-to-app sync see our iPaaS comparison.

Do I need ETL if my BI tool already connects to my ERP?

Often yes. Embedded BI tools query your ERP's live data directly, which works for simple dashboards but strains the ERP's API and can't blend ERP data with data from other systems. An ETL pipeline into a warehouse decouples reporting from the ERP's live database and lets you join ERP data with CRM, marketing and product data in one place.

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