TL;DR Short answer: Zoom data is meetings, webinars, participants and usage, pulled through Zoom's REST API with a Server-to-Server OAuth app. JWT apps were retired in 2023, so any guide asking for a password or JWT token is out of date. Seven options, from warehouse ELT to event-driven automation:
Airbyte Fivetran CData Sync Sling Zapier Zoom reports and dashboard Custom code with the Zoom API The Zoom constraint: participant and usage reports come from Zoom's Reports API, which limits each request to about a month and keeps limited history, so sync regularly and store the results yourself. Zoom ETL tools pull meeting, webinar, participant and user data out of Zoom and into a warehouse or spreadsheet, where usage can be tracked over time and joined with CRM, HR and marketing data. Zoom's own reports cover recent activity; a warehouse is where licence utilisation, webinar attribution and long-term adoption trends get measured.
Why move Zoom data into a warehouse? Zoom's reports answer short-term questions about recent meetings. Teams usually need more: licence use compared with actual hosting activity, webinar attendance joined with CRM leads and pipeline, meeting load by department over a year, and customer meeting frequency next to account health. Those questions need Zoom data in the same place as CRM, HR and marketing data, with history kept beyond Zoom's own retention.
How do the Zoom ETL tools compare? Tool Type Incremental sync Deployment Pricing model Airbyte Open-source ELT Full refresh Cloud, self-hosted, Enterprise Flex Free self-hosted; Cloud volume-based; Pro and Flex capacity-based Fivetran Managed ELT Yes Cloud, hybrid Monthly active rows CData Sync Replication tool Yes Cloud or self-hosted Subscription by connector Sling Open-source CLI Yes, meeting reports Self-hosted or Sling Platform Free CLI; paid platform Zapier Event-driven automation New events only Cloud Tasks per month Zoom reports Built-in reporting Manual exports Zoom web portal Included with Zoom plan Custom code REST API and webhooks Whatever you build Wherever you run it Free, engineering time
Which Zoom ETL tools should you consider? Seven options, from managed pipelines to building it yourself:
1. Airbyte Airbyte is an open-source ELT platform with 700+ connectors. Its Zoom source syncs users, meetings and webinars, plus meeting and webinar reports with participant details, using a Zoom Server-to-Server OAuth app. Syncs are full refresh, so every run copies the selected streams again, which is fine for daily syncs of most Zoom accounts.
The OAuth app needs admin read scopes for users, meetings, webinars and reports; without them the connector only sees the app owner's meetings. Airbyte fits best when Zoom data needs to sit next to CRM, HR and marketing sources in one warehouse, self-hosted, on Airbyte Cloud or as Enterprise Flex.
Pros Cons Meetings, webinars and participant reports in one connector Full refresh only, with no incremental sync Zoom next to CRM, HR and 700+ other sources Admin scopes are required for account-wide data Self-hosted, Cloud or Enterprise Flex Recordings and transcripts are not included
2. Fivetran Fivetran is a fully managed ELT service with a Zoom connector that loads users, meetings, webinars and participants into a standard warehouse schema, with authentication and schema changes handled for you. Fivetran completed its merger with dbt Labs in June 2026.
Pros Cons Fully managed, with no infrastructure to run Monthly active row pricing grows with meeting volume Standard warehouse schema Connector behaviour cannot be modified Pairs naturally with dbt for modelling Warehouse-only, with no spreadsheet destinations
3. CData Sync CData Sync is a replication tool built on CData's drivers, which expose Zoom meetings, webinars, users and reports as relational tables. It replicates incrementally into common databases and warehouses and can run in the cloud or on your own infrastructure.
Pros Cons Presents Zoom objects as relational tables Commercial licence priced per connector Incremental replication to many destinations Smaller ecosystem than the largest ELT platforms Cloud or self-hosted deployment Coverage depends on the scopes granted
4. Sling Sling is an open-source command-line tool for moving data between databases, files and APIs, with a Zoom connector that uses Server-to-Server OAuth and covers users, meetings, webinars, reports and channels. Meeting reports sync incrementally, and pipelines are defined in YAML, which suits engineers who want something lighter than a full platform.
Pros Cons Free, open-source CLI Smaller community than the largest ELT tools Incremental meeting reports You run and schedule it yourself Pipelines defined in YAML Fewer managed features without the paid platform
5. Zapier Zapier connects Zoom to 8,000+ apps through triggers such as new meetings, new recordings and new webinar registrants, and can append each event as a row in Google Sheets, Airtable or a database. It is ideal for lightweight, event-driven flows like sending webinar registrants to a CRM, but it does not backfill history or model data for analytics.
Pros Cons Fastest no-code setup for simple flows No historical backfill Real-time, event-driven triggers Task-based pricing grows with event volume Connects Zoom to 8,000+ apps Not built for analytics-grade pipelines
6. Zoom reports and dashboard Zoom's web portal includes usage, active host, meeting participant and webinar attendee reports, plus a dashboard on Business plans and above, all exportable as CSV. They are the quickest way to answer a one-off question, but they are manual, cover limited history, and do not join with other data.
Pros Cons Built in, with no extra tools Manual CSV exports Covers usage and attendance Limited history No setup beyond admin access Cannot be joined with other data automatically
7. Custom code with the Zoom API Zoom's REST API and webhooks give full control. You can subscribe to events such as meeting ended or participant joined for near real-time data, and call the Reports API for usage history. Custom code fits specific needs no tool covers, such as recordings or transcripts, but you own Zoom's rate-limit categories, token refresh and maintenance.
Pros Cons Real-time events through webhooks You own rate limits, retries and scheduling Access to recordings and transcripts with the right scopes Ongoing maintenance as the API changes No licence cost Reports API date-range limits to handle
What should you check before syncing Zoom data? Most Zoom integration problems come from authentication, scopes and reporting limits. Check these first:
Server-to-Server OAuth: Zoom retired JWT apps in September 2023. Create a Server-to-Server OAuth app in the Zoom App Marketplace and use its account ID, client ID and client secret. No tool should ask for your Zoom password.Admin scopes: without admin read scopes for users, meetings, webinars and reports, a connection sees only the app owner's data. Account-wide analytics needs an account admin to build or approve the app.Report date ranges and history: Zoom's Reports API limits each request to roughly a month and keeps limited history. Sync on a regular schedule and keep the results in your warehouse rather than relying on Zoom to hold them.Rate limits: Zoom groups endpoints into rate-limit categories, and report endpoints are among the most restricted. Large accounts need tools that respect those limits and retry.Participant personal data: participant reports include names and email addresses of attendees, often external ones. Treat them as personal data and restrict access in the warehouse.Recordings and transcripts: cloud recordings and transcripts need their own scopes and are large files. Most ETL connectors skip them, so plan a separate route if you need them.Zoom's REST API exposes account, meeting and webinar data, including:
Users: account users, licence types, departments and status, used for licence utilisation. Meetings and webinars: scheduled and past sessions with topics, hosts, start times and durations. Participants and attendees: who joined, when, for how long and from which device, through the Reports API. Registrants, polls and Q&A: webinar registration, poll results and questions, useful for marketing attribution. Usage reports: daily usage, active hosts and meeting minutes across the account. Recordings and transcripts: cloud recording files and transcripts, available with additional scopes. How do you start pulling data from Zoom? If you decide to test Airbyte, setting up a Zoom pipeline takes three steps.
Step 1: Set up Zoom as a source In the Zoom App Marketplace, build a Server-to-Server OAuth app with admin read scopes for users, meetings, webinars and reports, and activate it. In Airbyte, open Sources, choose New source and select Zoom , then enter the app's account ID, client ID and client secret.
Step 2: Set up a destination Pick where your Zoom data should land: a warehouse such as Snowflake, BigQuery or Databricks, a database, or another Airbyte destination.
Step 3: Configure the connection Select users, meetings, webinars and the participant report streams, and set a daily sync. Because the connector uses full refresh, keep a history table in the warehouse if you need to track changes over time. The process is the same whether you deploy Airbyte Open Source or start with Airbyte Cloud .
Which Zoom ETL tool should you choose? For analytics that join Zoom with CRM, HR or marketing data, use a warehouse tool: Airbyte for control and many other sources, Fivetran for a managed pipeline, CData Sync for relational tables with a self-hosted option, or Sling for a lightweight open-source CLI. For simple event-driven flows, such as pushing webinar registrants to a CRM, Zapier is quickest. Zoom's own reports cover one-off questions, and custom code fills gaps such as recordings, transcripts and real-time events.
For a wider view of the market, see our guide to the top data integration tools .
Sync Zoom to your warehouse with Airbyte Replicate Zoom users, meetings, webinars and participant reports with Server-to-Server OAuth, next to your CRM, HR and 700+ other sources, self-hosted, on Airbyte Cloud or with Enterprise Flex.
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Frequently Asked Questions (FAQs) 1. Does Zoom still support JWT apps for API access? No. Zoom deprecated JWT apps in September 2023. Integrations now use a Server-to-Server OAuth app, created in the Zoom App Marketplace, which provides an account ID, client ID and client secret.
2. Why can my Zoom connection only see my own meetings? The Server-to-Server OAuth app is missing admin scopes. Add admin read scopes for users, meetings, webinars and reports, which an account administrator must approve, so the connection can read data across the whole account.
3. How far back can you pull Zoom meeting reports? Zoom's Reports API returns data in date ranges of roughly a month per request and keeps limited history. To build a long-term record, sync regularly and keep the results in your own warehouse.
4. Can ETL tools export Zoom recordings and transcripts? Most ETL connectors do not. Recordings and transcripts are available through Zoom's cloud recording API with additional scopes, so teams usually handle them with custom code or a dedicated workflow.
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