Use Google's Analytics MCP server for repeatable GA4 reporting. Follow the setup, validate metrics and turn vague prompts into evidence-backed investigations.
Define reliable marketing metrics with clear grain, denominators, time windows, dimensions and tests. Includes an activation contract and worked examples.
Send qualified leads and customer outcomes back to ad platforms. Design stable IDs, consent handling, upload monitoring and a controlled bidding rollout.
Diagnose sample ratio mismatch across assignment, exposures and analysis filters, with a checked Python example, missing-user scenario and recovery criteria.
Create consistent UTMs that support GA4 channels and cost imports. Includes an allowed-values registry, CSV template, Python URL builder and launch checklist.
GA4's AI Assistant channel counts visits from ChatGPT, Gemini, Copilot and other chat tools. Where to find it, how to catch the assistants it misses, and how to measure the rest.
Understand what cookieless tracking preserves and loses in GA4, PostHog and Plausible. Choose the right identity horizon and validate useful measurement.
Calculate Salesforce costs across seats, API access, marketing products and AI usage. Includes small-team budgets and contract terms that affect renewal savings.
Set up and validate GA4's BigQuery export. Use ten SQL examples to inspect events, sessions, acquisition, purchases, funnel steps and missing identifiers.
Decide when a HubSpot custom object beats a property, create one step by step, check the limits on your pricing model and sync records without duplicates.
Understand Apollo seat prices, annual commitments, waterfall credits, API costs and add-ons. Build a realistic usage forecast with a practical worked example.
Evaluate AI SDR tools by research quality, reply handling and accepted opportunities. Compare Apollo, Clay, 11x and Artisan without relying on volume claims.
Compare Mixpanel and Amplitude on event costs, identity, reporting, experiments and AI access. Includes a practical evaluation and migration checklist.
Diagnose Airbyte duplicates, missing updates, incomplete backfills and unsafe recovery. Includes a tested SQL example and stream-level acceptance checks.
Connect AI search visibility and traffic to qualified leads, revenue and contribution. Includes current GA4 reporting, CRM joins and an honest ROI example.
Connect Stripe and HubSpot without confusing payments, subscriptions and revenue. Choose a sync route and handle duplicates, cancellations and billing changes.
Plan a reliable analytics migration with export checks, identity mapping, stable import IDs, historical backfills, parallel reporting and a cutover checklist.
Set a marketing data freshness agreement around real decisions. Define cutoffs, coverage, deadlines, alerts and recovery, with a runnable readiness fixture.
Jafrin Akter Alo · Last updated · 10 min read
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