What analysis can Meta, Google Ads, and TikTok advertising APIs support?
Meta, Google Ads, and TikTok APIs can all support delivery monitoring, hierarchy drill-down, funnel efficiency, creative performance, supported audience or traffic breakdowns, conversion value, and multi-account reporting. Google provides especially rich search term, keyword, product, and auction views; Meta emphasizes placement and attributed actions across its properties; TikTok emphasizes video, engagement, creative, app, and commerce performance. Profit, LTV, and incrementality still require first-party business data.
| Platform | Reporting strengths | Important limits |
|---|---|---|
| Meta | Insights at account, campaign, ad set, and ad; time, device, geography, placement, demographic breakdowns; actions/value | Breakdown combinations, privacy suppression, modeling, attribution settings, and backfills |
| Google Ads | GAQL over campaign, ad group, keyword/search term, asset, shopping, placement, conversion, and auction-related views | Fields must be compatible with the selected resource; some views constrain date/grain; custom UI columns may not exist in API |
| TikTok | Integrated reports by advertiser, campaign, ad group, and ad; video, engagement, conversion, audience, and product reports | Metrics vary by objective, region, and product; compatible dimension combinations and late conversions |
When evaluating overseas entities, channels, and compliance paths, also compare How does a cross-border ecommerce site differ from a domestic store? and How should an international fulfilment workflow be designed?; the linked guidance adds context that should be considered in the same decision.
These are aggregate platform-approved dimensions, not a user-level export. Small samples or privacy controls may hide, group as unknown, or model results. Official documentation was rechecked on 26 August 2026: Meta Marketing API Insights, Google Ads field resources and segmentation, and TikTok's API for Business reporting entry. Account, version, and product access still require live validation.
A useful platform can monitor spend, impressions, clicks, and conversions; calculate CPM, CTR, CPC, CVR, CPA, ROAS, and video funnels; compare creatives with business tags; analyze Google search intent; inspect supported audience, device, geography, placement, and network; distinguish conversion actions and click/view attribution; and aggregate markets and accounts after normalizing currency, time zone, and tax.
Preserve platform semantics. Meta campaign/ad set/ad, Google resource/view, and TikTok report hierarchy are not interchangeable labels. Over-segmentation can produce incompatible queries, huge result sets, or privacy suppression. A “purchase value” is media attribution, not accounting revenue. The same order may be claimed by several platforms, while refunds, chargebacks, tax, shipping, discounts, and repeat purchase sit outside media reporting.
Use three layers: immutable platform responses; versioned standard entities, time, currency, and conversion definitions; and orders/CRM for net revenue, margin, new-customer cost, payback, and LTV. Use lawfully obtained click or conversion IDs for reconciliation and upload. Where individual mapping is unavailable or inappropriate, use aggregate experiments or modeling rather than attempting re-identification.
Reports describe and diagnose; they do not prove incremental causality. Platform or geographic experiments and credible holdouts answer whether advertising caused additional outcomes. Show platform values and enterprise-deduplicated values together and explain their different windows and privacy treatment rather than forcing totals to match.
Wavesteam generally recommends API plus a standardized dashboard for multiple accounts and daily optimization, and a warehouse plus CRM/orders/experiments only when profit and incrementality decisions justify it. Acceptance reconciles spend, delivery, conversion/value, time zone, currency, attribution settings, and refresh; then tests pagination/streaming, asynchronous jobs, rate limits, token refresh, backfill, deprecation, and late-conversion recalculation. Budget suggestions remain human-reviewed rather than automatically changing bids or stopping campaigns by default.