Blog

Field notes from the data stack

Short, practical write-ups on operational data work: metric audits, GitOps for BI, Superset in production, and the platforms we've actually shipped.

  • 6 problems with iframe-embedded Superset — theme, SSO, cookies, filters, speed, custom UI (social preview)
    12 min read

    6 problems with iframe-embedded Superset

    documented in GitHub issues, unfixable by configuration

    Theme flashes, SSO session eviction, dead third-party cookies, trapped filter state, 15-second loads, and exposed admin links — the six structural pain points of the official Superset embedding SDK, with receipts.

    • Apache Superset
    • Embedded analytics
    • Iframe embedding
    • Guest tokens
  • How Superset Embedded SDK actually works — guest tokens, RLS, and config (social preview)
    10 min read

    How Superset Embedded SDK actually works

    guest tokens, RLS, and the config nobody documents in one place

    A walkthrough of the official @superset-ui/embedded-sdk: the iframe lifecycle, the guest token flow, row-level security, and every config switch you need to flip.

    • Apache Superset
    • Embedded analytics
    • Guest tokens
    • Row-level security
    • Iframe embedding
  • Superset Tags vs Folders — what actually works for large deployments (social preview)
    14 min read

    Superset Tags vs Folders

    what actually works for large deployments

    Why Apache Superset's flat dashboard list breaks at fifty assets, why the native TAGGING_SYSTEM introduces database and UX failures, and how curated folder hierarchies scale to hundreds of dashboards.

    • Apache Superset
    • Data governance
    • Dashboard organization
    • Enterprise BI
    • RBAC
  • Apache Superset vs Metabase — engineering comparison (social preview)
    14 min read

    Apache Superset vs Metabase

    an engineering-first comparison of the two open-source BI platforms engineers actually ship

    Stack and runtime model, SQL-first vs visual-first, where the governance paywall lands, and what embedded licensing really costs — a side-by-side for engineers picking an open-source BI stack, not a marketing funnel.

    • Apache Superset
    • Metabase
    • Open-source BI
    • BI comparison
    • Embedded analytics
    • Data governance
  • Apache Superset vs Microsoft Power BI — engineering comparison (social preview)
    15 min read

    Apache Superset vs Microsoft Power BI

    an engineering-first comparison for teams picking a BI stack inside — or outside — the Microsoft orbit

    Where queries run, how Fabric capacity pricing actually behaves, what Entra ID lock-in means in practice, and how embedded licensing diverges — a side-by-side for engineers picking a BI stack, not a marketing funnel.

    • Apache Superset
    • Power BI
    • Microsoft Fabric
    • BI comparison
    • Embedded analytics
    • Data governance
  • Apache Superset vs Tableau — engineering comparison (social preview)
    14 min read

    Apache Superset vs Tableau

    an engineering-first comparison for teams that have to live with the choice

    Where queries run, how the semantic layer behaves, what governance actually costs, and how embedded licensing differs — a side-by-side for engineers picking a BI stack, not a marketing funnel.

    • Apache Superset
    • Tableau
    • BI comparison
    • Embedded analytics
    • Data governance
  • GitOps for Apache Superset — dataset certification via GitHub Actions (social preview)
    9 min read

    GitOps for Apache Superset

    certifying datasets via GitHub Actions

    How we treat Superset datasets as code: a GitHub-as-authority workflow with schema validation, Jinja parsing, SQLFluff, and a certification badge that points back to the exact CI run.

    • Apache Superset
    • GitOps
    • GitHub Actions
    • SQLFluff
    • Data quality