TVL Managed Superset

Apache Superset for Marketing Analytics: 2026 Guide

How to use Apache Superset for marketing analytics: attribution, campaign ROI, funnels, segmentation, essential CMO dashboards.

Modern marketing is data-driven: Google Ads, Meta, LinkedIn, email, SEO, organic social, multi-touch attribution. Apache Superset centralizes these signals, calculates a coherent ROI, and arbitrates budgets without paying for Tableau or Looker. This article presents the essential dashboards and the data architecture for a marketing service that wants out of silos.

1. Why Superset for marketing?

Native analytics tools of the platforms (Google Ads, Meta Business Manager, Klaviyo) are perfect for steering a campaign but unable to cross multi-channel data. To answer "what's my real blended CAC?" or "which campaign generates the most revenue at 90 days?", you need a unified analytical layer.

If you want Superset benefits without installing or maintaining infrastructure, TVL Managed Superset deploys a ready instance in less than 3 minutes, hosted in France and GDPR-compliant.

2. Recommended marketing data architecture

  1. Raw sources: Google Ads, Meta Ads, LinkedIn Ads, TikTok Ads, GA4, Search Console, Klaviyo, HubSpot, Mailjet, Salesforce;
  2. Ingestion via Airbyte, Fivetran, or Stitch into a data warehouse (BigQuery, Snowflake, ClickHouse);
  3. dbt modeling in staging → marts → metrics layers;
  4. Attribution model: last-click, last-non-direct, or data-driven;
  5. Superset connected to marts for CMO and operational dashboards.

3. Dashboard 1 — CMO overview

  • Total marketing spend (current vs previous month);
  • Attributed blended revenue;
  • Global ROAS;
  • Blended CAC;
  • New customers acquired;
  • Top 5 channels by contribution.

4. Dashboard 2 — Paid channel performance

  • Spend, impressions, clicks, conversions per channel;
  • CPC, CPA, CPM;
  • ROAS by campaign;
  • Week-by-week evolution;
  • Heatmap of best performing hours.

5. Dashboard 3 — Multi-touch attribution

Compare last-click vs first-click vs data-driven on the same periods, to identify undervalued channels. See also our funnel analysis guide.

6. Dashboard 4 — SEO and organic acquisition

  • Organic sessions per landing page;
  • Keywords ranking top 10 / top 20 / top 50;
  • Evolution of impressions and CTR (Search Console);
  • Pages generating organic revenue;
  • Backlinks gained vs lost.

7. Dashboard 5 — Email marketing

  • Open, click, unsubscribe rate per flow;
  • Revenue attributed to each Klaviyo / HubSpot automation;
  • Opt-in list growth;
  • RFM segmentation;
  • Top 10 campaigns by revenue generated.

8. Dashboard 6 — LTV by acquisition cohort

Visualize cumulative value of monthly cohorts over 12-24 months, segmented by acquisition channel. The key tool to set max acceptable CAC. This configuration is applied by default on TVL Managed Superset, which follows community best practices.

9. Dashboard 7 — Brand and awareness

  • "Brand" search volume (Search Console);
  • Social mentions (Brand24, Mention);
  • Direct vs organic traffic;
  • Share of voice vs competitors;
  • Average sentiment.

10. Dashboard 8 — Acquisition → revenue funnel

  1. Impressions;
  2. Clicks;
  3. Sessions;
  4. Signups / leads;
  5. Demo / cart requests;
  6. Paid conversions;
  7. Activations;
  8. Recurring revenue.

11. Marketing KPIs to track

KPIFormulaTypical B2C targetB2B target
CACMarketing spend / new customers€20-50€500-2,000
LTVCumulative margin per customer€100-500€5,000-50,000
LTV/CACLTV / CAC>3>3
ROASAttributed revenue / ad spend>3>5
Payback periodCAC / monthly margin<6 months<18 months
Conversion rateConversions / sessions1-3%2-5%

12. Common marketing analytics pitfalls

  • Double counting across channels: a visitor passes Meta then Google before converting, but each platform claims 100% credit;
  • Default last-click attribution underweights top-of-funnel channels (display, video);
  • Time lag between spend (D0) and conversion (D+30) skews short-term ROAS;
  • Incomplete data on iOS post-ATT (Meta under-reports 20-30% of conversions);
  • No organic baseline: attributing to ads conversions that would have happened anyway.

13. Conclusion

Apache Superset is a powerful tool to drive modern marketing. With an EL(T) + dbt + Superset architecture, a 3-5 person marketing team gains autonomy on 90% of analytical needs, without depending on a consultant or expensive Tableau.

Want the benefits of Apache Superset without the friction of installation and maintenance? Deploy your instance in 3 clicks with TVL Managed Superset, hosted in Europe (OVHcloud, Roubaix, France).

For more: SaaS metrics, e-commerce dashboards, cohort analysis.