Integration by sector
API integration for agencies
Agencies pull data from many platforms across many client accounts: advertising platforms, analytics, social channels, email tools and client ecommerce systems. Doing that through APIs rather than exports means reports can refresh automatically and figures sit in one place. It also raises integration questions particular to agencies: getting API access approved, combining platforms that define the same metric differently, coping with figures that change after the fact, and keeping every client's data properly separated.
This page covers the data integration side. Automating reporting tasks and using AI in agency work are covered on the AI automation for agencies page.
Illustrative diagram
- Client grants access
- Scheduled loads
- Central store
- Consistent definitions
- Client reports
Getting API access
Platform APIs often have their own access rules beyond the client granting permission to their account. Google's documentation for the Google Ads API, for example, explains that a new project starts with test access, which works only against test accounts, and that reaching production accounts means applying for a higher access level, some levels requiring brand verification or a manual review. Check each platform's current developer requirements early, because approval can take time and affects when automated reports can start.
Use access the client has granted to your agency's account, not shared client passwords.
Same name, different meaning
| Issue | Effect on reports |
|---|---|
| Conversion definitions differ | Platforms may count the same sale differently |
| Attribution windows differ | Credit for a sale depends on each platform's rules |
| Account time zones | Daily figures split at different times |
| Account currencies | Spend needs converting consistently |
| Figures revised later | Recent days change as late conversions arrive |
One store for client data
Rather than each report calling each platform live, many agencies load platform data on a schedule into a central store, then build reports from there. That spreads API calls over time, keeps history even if a platform changes what it returns, and lets figures from different platforms be combined with consistent definitions. Recent days should be reloaded for a period, since platforms revise them, and older days left settled.
Record when each source last updated, so a report can show if data is missing.
Keeping clients separate
Storage
- Each record tagged with its client
- Access rules by client for staff and tools
- No mixing in shared tables without client filters
Reports
- Client logins see only their data
- Templates checked before sharing
- Benchmarks across clients only if contracts allow
Offboarding
- Platform access removed
- Scheduled loads stopped
- Data kept or deleted as agreed
Limits across many accounts
API limits often apply per project, per account or per user. Loading dozens of client accounts at the same hour can hit them. Stagger loads, request only the fields and date ranges needed and retry politely after limit responses. Monitor failures per client so one broken connection does not go unnoticed among many working ones.
Platform changes
Advertising and analytics platforms update their APIs and retire versions regularly. Budget time to keep connectors current, or use a maintained data connector service for common platforms and reserve custom work for the unusual ones.
Example: monthly reports from twenty accounts
Illustrative example — not a client case study
Situation: An agency's account managers spend the first days of each month exporting figures from ad, analytics and email platforms for each client.
- Platform access is confirmed for each client, and API access approvals are applied for where needed.
- Data loads overnight into a central store, with the last seven days reloaded each night to catch revisions.
- Report templates draw from the store, show when each source last updated and are reviewed before sending.
What this shows: Exporting stopped, and account managers spent the time on commentary. This example is illustrative.
Data connector service or custom loads?
Maintained connector service
Suits you when
- Platforms are common
- Many clients use the same platforms
- You want updates handled for you
Watch out for
- Pricing often by account or data volume
- Check where data is stored and processed
Custom loads
Suits you when
- A platform or client system is unusual
- Specific fields or transformations are needed
Watch out for
- You maintain them through API changes
- Needs monitoring per client
Client ecommerce and CRM data
Reports become more useful when platform figures can be compared with the client's own sales or lead records. Connecting to a client's ecommerce platform or CRM needs their agreement on what data is used, how personal data is handled and whether you are acting as their processor. Often only aggregated figures, such as daily revenue or lead counts, are needed for reporting, which keeps personal data out of the agency's systems.
Who owns the data store
Agree with clients what happens to their data in your store if they leave, and whether they can take the history with them. Clear terms avoid disputes and make offboarding a routine task.
Questions about API integration for agencies
Do platform APIs need approval?
Some do; Google Ads API, for example, requires applying for higher access to reach production accounts.
Why do platforms disagree on conversions?
Definitions and attribution windows differ between platforms.
Should reports call platforms live?
Loading data on a schedule into a central store is usually more reliable.
Why do recent figures change?
Platforms revise recent days as late conversions are recorded.
How is client data kept separate?
By tagging every record with its client and applying access rules throughout.
What happens when a client leaves?
Access is removed, loads stop and data is kept or deleted as agreed.
Sources referenced
Platform features, guidance and rules change. We check the current versions before committing to an approach. This page is general information, not legal advice.
- Google: Google Ads API access levels (opens in a new tab) — reviewed 2026-10-23
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