TL;DR Short answer: the best Zendesk Talk ETL tools depend on how you get call history and how your vendor handles Zendesk's 2026 API changes. Call and call-leg history comes from Zendesk's incremental export endpoints, which allow only 10 requests per minute and which Zendesk will close to third-party developers between December 2026 and January 2027. Six Zendesk Talk ETL tools compared:
Airbyte Fivetran Singer tap-zendesk Zendesk Explore Your own internal integration Custom code with the Talk API The Zendesk Talk constraint: incremental call and call-leg exports are limited to 10 requests per minute, API tokens are being retired in favour of OAuth, and third-party access to Incremental APIs ends between December 2026 and January 2027. Zendesk Talk ETL tools and Zendesk Talk integrations move calls, call legs, agent activity, queue statistics, IVRs and phone numbers out of Zendesk Talk, also known as Zendesk Voice, and into a cloud data warehouse . Contact centre and support teams use them to measure call volume, wait times and resolution alongside tickets, chats and revenue.
Why use Zendesk Talk ETL tools instead of Zendesk Explore? Zendesk Explore covers call volume, wait time, talk time and agent activity inside Zendesk. Contact centre teams usually need more: calls and tickets in one customer timeline, phone performance joined with workforce and billing data, and long-term trends across voice, chat and email. That needs call data in a warehouse, which is what Zendesk Talk ETL tools are for.
How do the Zendesk Talk ETL tools compare? Tool Best destination Sync method Deployment Pricing model Airbyte Warehouse, lake or database Incremental calls and call legs Cloud, self-hosted, Enterprise Flex Free self-hosted; Cloud volume-based; Pro and Flex capacity-based Fivetran Warehouse Scheduled sync with Support data Cloud, hybrid Monthly active rows Singer tap-zendesk Any Singer target Incremental call export Self-hosted Free, open source Zendesk Explore Inside Zendesk, CSV exports Built-in, scheduled exports Inside Zendesk Included, by plan Internal integration Anywhere you send it Incremental APIs, own credentials Your infrastructure Engineering time Custom code Anywhere you send it Whatever you build Wherever you run it Free, engineering time
Which Zendesk Talk ETL tools should you consider? Six Zendesk Talk ETL tools, from warehouse ELT to Zendesk's own analytics:
1. Airbyte Airbyte is one of the leading open-source ELT tools , with 700+ connectors, and among Zendesk Talk ETL tools it covers the most Talk objects. Its Zendesk Talk source syncs calls and call legs incrementally, plus account and agent overviews, agent activity, current queue activity, addresses, greetings, IVRs, IVR menus and routes, and phone numbers.
It respects Zendesk's Talk limits of 15,000 requests per five minutes and 10 requests per minute for incremental call exports. Airbyte has flagged Zendesk's Incremental API announcement on its Zendesk connectors, and its migration plan is being assessed, so check the connector changelog before December 2026.
Pros Cons Calls, call legs, IVRs and agent activity Call history uses endpoints affected by the 2026 change Incremental calls and call legs Incremental exports limited to 10 requests per minute Self-hosted or cloud deployment API token auth is being retired; use OAuth
2. Fivetran Fivetran is one of the managed Zendesk Talk ETL tools: its Zendesk connector now fully supports Zendesk Talk, including call legs, so calls land in the same schema as tickets and users. Like every third-party vendor, it must adapt to Zendesk's Incremental API change. For ticket data, see our guide to Zendesk Support ETL tools .
Pros Cons Talk and Support data in one connector Must adapt to Zendesk's 2026 API change Includes call legs Monthly active row pricing Fully managed, with hybrid deployment Less control over Talk-specific streams
3. Singer tap-zendesk The PipelineWise tap-zendesk is one of the open-source Zendesk Talk ETL tools: it supports the Talk incremental call export and runs under Meltano or another Singer runner, loading into any Singer target. It suits engineering teams that want pipelines defined in code, but it is community maintained and subject to the same 2026 API change.
Pros Cons Free and open source Community maintained Supports incremental call export Subject to the 2026 API change Pipelines in code with Meltano CLI-first, no managed option
4. Zendesk Explore Before choosing Zendesk Talk ETL tools, check the built-in options. Zendesk Explore includes a Talk dataset with call volume, wait time, talk time, missed calls and agent activity, and reports can be exported or scheduled for delivery. It is not affected by the Incremental API change, but it keeps the data inside Zendesk.
Pros Cons Built in, with no extra tools Data stays inside Zendesk Talk dataset for calls and agents Limited joins with other systems Not affected by the 2026 API change Depth depends on your plan
5. Your own internal integration Zendesk's announcement says customers may continue using Incremental APIs for internal integrations, so a pipeline your own team builds and runs may keep access to incremental call exports after the change. That makes it one of the more durable Zendesk Talk ETL tools, but you own credentials, monitoring and maintenance.
Pros Cons May keep Incremental API access You build and maintain it Full control over call history Needs OAuth, as API tokens are retired No vendor dependency Definition of internal may be clarified by Zendesk
6. Custom code with the Talk API The Zendesk Talk API covers calls, call legs, agent and queue statistics, greetings, IVRs and phone numbers. Incremental call and call-leg exports are limited to 10 requests per minute, and other Talk endpoints share a budget of 15,000 requests per five minutes. You own pagination, OAuth tokens and any changes Zendesk makes to incremental endpoints.
Pros Cons Full control over endpoints and fields 10 requests per minute for call exports Real-time stats endpoints Incremental endpoints may change No licence cost Ongoing maintenance
How do Zendesk's 2026 API changes affect Zendesk Talk ETL? On 22 September 2026, Zendesk announced the end of availability of Incremental APIs for third-party developers, to restrict bulk and incremental data transfers. The rollout starts on 2 December 2026, pauses from 17 December to 4 January, and should be complete by 19 January 2027. Talk call history relies on the incremental call and call-leg exports, so third-party tools are likely to need new endpoints or new sync strategies, while customers may continue to use Incremental APIs for internal integrations.
Separately, Zendesk is retiring API tokens: no new tokens can be created from 27 October 2026, and all API tokens stop working on 30 April 2027, so integrations must move to OAuth. Before choosing a vendor, ask how it will keep extracting call history after January 2027.
How do you get Zendesk Talk data into Snowflake or BigQuery? Use an ELT tool such as Airbyte or Fivetran to load calls and call legs into Snowflake, BigQuery or another warehouse, and sync tickets and chats alongside them so every customer contact sits in one timeline; see our guides to Snowflake ETL tools and Zendesk Chat ETL tools . Start the backfill early, because call exports are slow, and plan for Zendesk's API change. Teams analysing sales calls should also see our guide to Gong ETL tools .
What should you check before syncing Zendesk Talk? Whichever Zendesk Talk ETL tools you choose, most pipeline problems come from platform changes, slow exports and joining calls to tickets. Check these first:
Incremental API change: ask your vendor how it will extract calls and call legs after Zendesk's December 2026 to January 2027 rollout.OAuth instead of API tokens: no new Zendesk API tokens can be created from 27 October 2026, and all tokens stop working on 30 April 2027. Move to OAuth now.Export limits: incremental call and call-leg exports allow 10 requests per minute, so long histories take hours. Backfill early.Talk add-on: your Zendesk plan must include Zendesk Talk for the Talk API to return data.Calls and tickets: each call can create or update a ticket. Join calls to tickets by ticket ID to build a complete customer timeline.Recordings and privacy: call recordings and transcripts can contain sensitive data. Decide what you store, and apply access controls in the warehouse.The Zendesk Talk API exposes voice support data, including:
Calls: direction, duration, wait time, outcome, agent and linked ticket. Call legs: each segment of a call, such as transfers between agents. Agent activity and overviews: availability, calls handled and talk time. Current queue activity: live calls waiting and agents online. IVRs, menus and routes: how calls are routed. Phone numbers, addresses and greetings: Talk configuration. How do you start pulling data from Zendesk Talk? If you decide to test Airbyte, setting up a Zendesk Talk pipeline takes three steps.
Step 1: Set up Zendesk Talk as a source In Zendesk, create an OAuth client for your account, which needs the Talk add-on, and note your subdomain. In Airbyte, open Sources, choose New source, select Zendesk Talk and add your subdomain, credentials and a start date.
Step 2: Set up a destination Pick where your Zendesk Talk data should land: a warehouse such as Snowflake, BigQuery or Databricks, a database, or another Airbyte destination.
Step 3: Configure the connection Select calls, call legs, agent activity and phone numbers, use incremental sync for calls, and schedule daily runs. Recheck the connector changelog before Zendesk's December 2026 rollout. The process is the same whether you deploy Airbyte Open Source or start with Airbyte Cloud .
Which Zendesk Talk ETL tool should you choose? The right Zendesk Talk ETL tools depend on the Zendesk API change and how you work. For calls next to tickets and chats in a warehouse, Airbyte covers the most Talk objects and Fivetran combines Talk with Support data; confirm each vendor's plan for January 2027. The Singer tap suits pipelines in code, Zendesk Explore covers in-app reporting, and an internal integration is the most durable option if you can run it. For help desk alternatives, see our guide to Freshdesk ETL tools .
For a wider view of the market, see our guide to the best data integration tools .
Sync Zendesk Talk to your warehouse with Airbyte Airbyte is one of the open-source Zendesk Talk ETL tools. Replicate calls, call legs and agent activity next to your tickets, chats and 700+ other sources, self-hosted, on Airbyte Cloud or with Enterprise Flex.
Try Airbyte Cloud free for 14 days or talk to our team .
Frequently Asked Questions (FAQs) 1. What are the best Zendesk Talk ETL tools? The best Zendesk Talk ETL tools depend on your setup. Airbyte covers the most Talk objects, Fivetran combines Talk with Zendesk Support data, the Singer tap suits pipelines in code, and Zendesk Explore covers in-app reporting.
2. What are the Zendesk Talk API rate limits? Talk API endpoints share a limit of 15,000 requests per five minutes, and the incremental call and call-leg exports are limited to 10 requests per minute.
3. Will Zendesk's API changes affect Zendesk Talk exports? Very likely. Zendesk is ending third-party access to its Incremental APIs between 2 December 2026 and 19 January 2027, and Talk call history comes from incremental exports. Customers may still use them for internal integrations.
4. Is Zendesk Talk the same as Zendesk Voice? Yes. Zendesk's voice product is known as Zendesk Talk, and Zendesk also refers to it as Zendesk Voice. The Talk API is documented under Voice in Zendesk's developer docs.
5. How do you link Zendesk calls to tickets? Each call record includes the ID of the ticket it created or updated. Sync calls and tickets into the same warehouse and join them on the ticket ID.
Suggested reads Zendesk Support ETL Tools
Zendesk Chat ETL Tools
Freshdesk ETL Tools
Gong ETL Tools
