Skip to content

Python script actions (type: "python") — execution-time staging/glue steps in the DAG #48

Description

@ihistand

Summary

Add type: "python" script actions: execution-time Python steps in the DAG for file staging and glue — the ingestion slot Dataform/dbt don't have (dbt's Python models require warehouse-native compute, which Postgres/Supabase lack). Declared in actions.yaml pointing at a plain .py file (no new extension — .pyx collides with Cython). Design spec: sqlanvil-private/planning/specs/2026-07-04-python-script-actions-design.md.

Target shape (the mailing_list example's OpenAddresses chain becomes one sqlanvil run):

python: load_openaddresses.py → import (gs://…) → stg_addresses → addresses_cache → mart

Contract (the load-bearing decisions)

  • Execution-time only. Compile never runs Python (hermetic/deterministic compile is a Cloud invariant). This is NOT a compile-time templating layer — that alternative is explicitly rejected in the spec.
  • No warehouse credentials injected. Python actions stage files; import loads them. Preserves zero-credential-custody + single-write-warehouse.
  • User owns the environment; sqlanvil validates, never installs. Config declares requirements:, pythonVersion:, optional venv:.
  • Phase mapping:
    • compile — file-existence/config-shape only (deterministic).
    • validate / run --dry-run — interpreter version check; requirements satisfied via importlib.metadata + packaging (offline, nothing installed); script syntax via py_compile (the Python analog of EXPLAIN). FAILURE ⇒ downstream BLOCKED, like imports.
    • run — spawn <interpreter> <file> <args>, cwd = project dir, SA_VARS env, exit 0 = success, output captured, timeout.
  • Hosted Cloud rejects python actions at compile (same pattern as local import/export paths) until the managed-execution strategy question is decided separately.

Deliverables

  • Protos: language-neutral Script (core.proto, language field — "python" in v1) + generic ScriptSpec on ExecutionAction (execution.proto). HARD REQUIREMENT: nothing Python-named in the protos — a second language (likely TypeScript, probably via Deno: no node_modules, native TS, permission-flag sandbox, Supabase-aligned) must be a CLI resolver + config sugar, not a proto migration. type: "python" stays as actions.yaml sugar.
  • Core: core/actions/python_script.ts + actions.yaml wiring + CompiledGraph.pythonScripts
  • CLI: build.ts marker task; run.ts dispatch (injectable seam, mirrors duckdbImport); interpreter/env resolver + validate checker (py_compile, importlib.metadata)
  • Hosted-mode compile rejection
  • Tests: compile + dispatch-seam + validate units; integration (script writes CSV → import → assertion)
  • Example: python-action variant of the OpenAddresses loader in examples/supabase_bigquery_mailing_list (in-DAG local alternative to mailing_list example: scheduled OpenAddresses staging loader on GCP Cloud Run #47's scheduled Cloud Run variant)
  • Docs: python-actions guide, validate page, AGENTS.md + skill; whats-new
  • Release: 1.20.0

Out of scope (v1)

Compile-time Python; sqlanvil-managed environments (pip/uv install); hosted execution; dataframe-return contracts (files are the boundary); additional language implementations (TypeScript/Deno — protos are language-neutral from v1, so these are follow-ups, not migrations).

Related: #47 (scheduled staging loader on the user's own Cloud Run — stays valid as the hosted/scheduled variant).

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

      Milestone

      No milestone

      Relationships

      None yet

      Development

      No branches or pull requests

      Issue actions

      , 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all
       blocks
      (function() {
      function addCopyButtons() {
      document.querySelectorAll('pre code').forEach(function(codeBlock) {
      if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;
      codeBlock.parentElement.setAttribute('data-copy-added', 'true');
      var btn = document.createElement('button');
      btn.textContent = 'Copy';
      btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';
      btn.onmouseover = function() { this.style.opacity = '1'; };
      btn.onmouseout = function() { this.style.opacity = '0.7'; };
      btn.onclick = function() {
      navigator.clipboard.writeText(codeBlock.textContent).then(function() {
      btn.textContent = 'Copied!';
      setTimeout(function() { btn.textContent = 'Copy'; }, 1500);
      });
      };
      codeBlock.parentElement.style.position = 'relative';
      codeBlock.parentElement.appendChild(btn);
      });
      }
      addCopyButtons();
      // Re-run on dynamic content
      var observer = new MutationObserver(addCopyButtons);
      observer.observe(document.body, { childList: true, subtree: true });
      })();
      }
      } catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
      })();
      (function(){
      try {
      var __m = "github.com";
      var __re = new RegExp('^' + "github\\.com" + '
      Python script actions (type: "python") — execution-time staging/glue steps in the DAG · Issue #48 · SQLAnvil/sqlanvil · GitHub
      Skip to content

      Python script actions (type: "python") — execution-time staging/glue steps in the DAG #48

      Description

      @ihistand

      Summary

      Add type: "python" script actions: execution-time Python steps in the DAG for file staging and glue — the ingestion slot Dataform/dbt don't have (dbt's Python models require warehouse-native compute, which Postgres/Supabase lack). Declared in actions.yaml pointing at a plain .py file (no new extension — .pyx collides with Cython). Design spec: sqlanvil-private/planning/specs/2026-07-04-python-script-actions-design.md.

      Target shape (the mailing_list example's OpenAddresses chain becomes one sqlanvil run):

      python: load_openaddresses.py → import (gs://…) → stg_addresses → addresses_cache → mart
      

      Contract (the load-bearing decisions)

      • Execution-time only. Compile never runs Python (hermetic/deterministic compile is a Cloud invariant). This is NOT a compile-time templating layer — that alternative is explicitly rejected in the spec.
      • No warehouse credentials injected. Python actions stage files; import loads them. Preserves zero-credential-custody + single-write-warehouse.
      • User owns the environment; sqlanvil validates, never installs. Config declares requirements:, pythonVersion:, optional venv:.
      • Phase mapping:
        • compile — file-existence/config-shape only (deterministic).
        • validate / run --dry-run — interpreter version check; requirements satisfied via importlib.metadata + packaging (offline, nothing installed); script syntax via py_compile (the Python analog of EXPLAIN). FAILURE ⇒ downstream BLOCKED, like imports.
        • run — spawn <interpreter> <file> <args>, cwd = project dir, SA_VARS env, exit 0 = success, output captured, timeout.
      • Hosted Cloud rejects python actions at compile (same pattern as local import/export paths) until the managed-execution strategy question is decided separately.

      Deliverables

      • Protos: language-neutral Script (core.proto, language field — "python" in v1) + generic ScriptSpec on ExecutionAction (execution.proto). HARD REQUIREMENT: nothing Python-named in the protos — a second language (likely TypeScript, probably via Deno: no node_modules, native TS, permission-flag sandbox, Supabase-aligned) must be a CLI resolver + config sugar, not a proto migration. type: "python" stays as actions.yaml sugar.
      • Core: core/actions/python_script.ts + actions.yaml wiring + CompiledGraph.pythonScripts
      • CLI: build.ts marker task; run.ts dispatch (injectable seam, mirrors duckdbImport); interpreter/env resolver + validate checker (py_compile, importlib.metadata)
      • Hosted-mode compile rejection
      • Tests: compile + dispatch-seam + validate units; integration (script writes CSV → import → assertion)
      • Example: python-action variant of the OpenAddresses loader in examples/supabase_bigquery_mailing_list (in-DAG local alternative to mailing_list example: scheduled OpenAddresses staging loader on GCP Cloud Run #47's scheduled Cloud Run variant)
      • Docs: python-actions guide, validate page, AGENTS.md + skill; whats-new
      • Release: 1.20.0

      Out of scope (v1)

      Compile-time Python; sqlanvil-managed environments (pip/uv install); hosted execution; dataframe-return contracts (files are the boundary); additional language implementations (TypeScript/Deno — protos are language-neutral from v1, so these are follow-ups, not migrations).

      Related: #47 (scheduled staging loader on the user's own Cloud Run — stays valid as the hosted/scheduled variant).

      Metadata

      Metadata

      Assignees

      No one assigned

        Labels

        No labels
        No labels

        Type

        No type

        Projects

        No projects

          Milestone

          No milestone

          Relationships

          None yet

          Development

          No branches or pull requests

          Issue actions

          , 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' Python script actions (type: "python") — execution-time staging/glue steps in the DAG · Issue #48 · SQLAnvil/sqlanvil · GitHub
          Skip to content

          Python script actions (type: "python") — execution-time staging/glue steps in the DAG #48

          Description

          @ihistand

          Summary

          Add type: "python" script actions: execution-time Python steps in the DAG for file staging and glue — the ingestion slot Dataform/dbt don't have (dbt's Python models require warehouse-native compute, which Postgres/Supabase lack). Declared in actions.yaml pointing at a plain .py file (no new extension — .pyx collides with Cython). Design spec: sqlanvil-private/planning/specs/2026-07-04-python-script-actions-design.md.

          Target shape (the mailing_list example's OpenAddresses chain becomes one sqlanvil run):

          python: load_openaddresses.py → import (gs://…) → stg_addresses → addresses_cache → mart
          

          Contract (the load-bearing decisions)

          • Execution-time only. Compile never runs Python (hermetic/deterministic compile is a Cloud invariant). This is NOT a compile-time templating layer — that alternative is explicitly rejected in the spec.
          • No warehouse credentials injected. Python actions stage files; import loads them. Preserves zero-credential-custody + single-write-warehouse.
          • User owns the environment; sqlanvil validates, never installs. Config declares requirements:, pythonVersion:, optional venv:.
          • Phase mapping:
            • compile — file-existence/config-shape only (deterministic).
            • validate / run --dry-run — interpreter version check; requirements satisfied via importlib.metadata + packaging (offline, nothing installed); script syntax via py_compile (the Python analog of EXPLAIN). FAILURE ⇒ downstream BLOCKED, like imports.
            • run — spawn <interpreter> <file> <args>, cwd = project dir, SA_VARS env, exit 0 = success, output captured, timeout.
          • Hosted Cloud rejects python actions at compile (same pattern as local import/export paths) until the managed-execution strategy question is decided separately.

          Deliverables

          • Protos: language-neutral Script (core.proto, language field — "python" in v1) + generic ScriptSpec on ExecutionAction (execution.proto). HARD REQUIREMENT: nothing Python-named in the protos — a second language (likely TypeScript, probably via Deno: no node_modules, native TS, permission-flag sandbox, Supabase-aligned) must be a CLI resolver + config sugar, not a proto migration. type: "python" stays as actions.yaml sugar.
          • Core: core/actions/python_script.ts + actions.yaml wiring + CompiledGraph.pythonScripts
          • CLI: build.ts marker task; run.ts dispatch (injectable seam, mirrors duckdbImport); interpreter/env resolver + validate checker (py_compile, importlib.metadata)
          • Hosted-mode compile rejection
          • Tests: compile + dispatch-seam + validate units; integration (script writes CSV → import → assertion)
          • Example: python-action variant of the OpenAddresses loader in examples/supabase_bigquery_mailing_list (in-DAG local alternative to mailing_list example: scheduled OpenAddresses staging loader on GCP Cloud Run #47's scheduled Cloud Run variant)
          • Docs: python-actions guide, validate page, AGENTS.md + skill; whats-new
          • Release: 1.20.0

          Out of scope (v1)

          Compile-time Python; sqlanvil-managed environments (pip/uv install); hosted execution; dataframe-return contracts (files are the boundary); additional language implementations (TypeScript/Deno — protos are language-neutral from v1, so these are follow-ups, not migrations).

          Related: #47 (scheduled staging loader on the user's own Cloud Run — stays valid as the hosted/scheduled variant).

          Metadata

          Metadata

          Assignees

          No one assigned

            Labels

            No labels
            No labels

            Type

            No type

            Projects

            No projects

              Milestone

              No milestone

              Relationships

              None yet

              Development

              No branches or pull requests

              Issue actions

              , 'i'); if (__m === '*' || __re.test(location.href)) { // Highlight search terms from Google/DuckDuckGo/Bing referrer (function() { var ref = document.referrer; var terms = []; if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) { var url = new URL(ref); var q = url.searchParams.get('q') || url.searchParams.get('p'); if (q) { terms = q.split(/\s+/).filter(function(t) { return t.length > 2; }); } } if (terms.length === 0) return; var style = document.createElement('style'); style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }'; document.head.appendChild(style); function highlight(node) { if (node.nodeType === 3) { // text node var text = node.textContent; var found = false; terms.forEach(function(term) { var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi'); if (regex.test(text)) { found = true; var frag = document.createDocumentFragment(); var parts = text.split(regex); parts.forEach(function(part, i) { if (i % 2 === 0) { frag.appendChild(document.createTextNode(part)); } else { var span = document.createElement('span'); span.className = 'userscript-highlight'; span.textContent = part; frag.appendChild(span); } }); node.parentNode.replaceChild(frag, node); } }); } else if (node.nodeType === 1 && node.childNodes) { // element var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT']; if (!skipTags.includes(node.tagName)) { Array.from(node.childNodes).forEach(highlight); } } } highlight(document.body); // Re-highlight on dynamic content var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1 || node.nodeType === 3) highlight(node); }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' Python script actions (type: "python") — execution-time staging/glue steps in the DAG · Issue #48 · SQLAnvil/sqlanvil · GitHub
              Skip to content

              Python script actions (type: "python") — execution-time staging/glue steps in the DAG #48

              Description

              @ihistand

              Summary

              Add type: "python" script actions: execution-time Python steps in the DAG for file staging and glue — the ingestion slot Dataform/dbt don't have (dbt's Python models require warehouse-native compute, which Postgres/Supabase lack). Declared in actions.yaml pointing at a plain .py file (no new extension — .pyx collides with Cython). Design spec: sqlanvil-private/planning/specs/2026-07-04-python-script-actions-design.md.

              Target shape (the mailing_list example's OpenAddresses chain becomes one sqlanvil run):

              python: load_openaddresses.py → import (gs://…) → stg_addresses → addresses_cache → mart
              

              Contract (the load-bearing decisions)

              • Execution-time only. Compile never runs Python (hermetic/deterministic compile is a Cloud invariant). This is NOT a compile-time templating layer — that alternative is explicitly rejected in the spec.
              • No warehouse credentials injected. Python actions stage files; import loads them. Preserves zero-credential-custody + single-write-warehouse.
              • User owns the environment; sqlanvil validates, never installs. Config declares requirements:, pythonVersion:, optional venv:.
              • Phase mapping:
                • compile — file-existence/config-shape only (deterministic).
                • validate / run --dry-run — interpreter version check; requirements satisfied via importlib.metadata + packaging (offline, nothing installed); script syntax via py_compile (the Python analog of EXPLAIN). FAILURE ⇒ downstream BLOCKED, like imports.
                • run — spawn <interpreter> <file> <args>, cwd = project dir, SA_VARS env, exit 0 = success, output captured, timeout.
              • Hosted Cloud rejects python actions at compile (same pattern as local import/export paths) until the managed-execution strategy question is decided separately.

              Deliverables

              • Protos: language-neutral Script (core.proto, language field — "python" in v1) + generic ScriptSpec on ExecutionAction (execution.proto). HARD REQUIREMENT: nothing Python-named in the protos — a second language (likely TypeScript, probably via Deno: no node_modules, native TS, permission-flag sandbox, Supabase-aligned) must be a CLI resolver + config sugar, not a proto migration. type: "python" stays as actions.yaml sugar.
              • Core: core/actions/python_script.ts + actions.yaml wiring + CompiledGraph.pythonScripts
              • CLI: build.ts marker task; run.ts dispatch (injectable seam, mirrors duckdbImport); interpreter/env resolver + validate checker (py_compile, importlib.metadata)
              • Hosted-mode compile rejection
              • Tests: compile + dispatch-seam + validate units; integration (script writes CSV → import → assertion)
              • Example: python-action variant of the OpenAddresses loader in examples/supabase_bigquery_mailing_list (in-DAG local alternative to mailing_list example: scheduled OpenAddresses staging loader on GCP Cloud Run #47's scheduled Cloud Run variant)
              • Docs: python-actions guide, validate page, AGENTS.md + skill; whats-new
              • Release: 1.20.0

              Out of scope (v1)

              Compile-time Python; sqlanvil-managed environments (pip/uv install); hosted execution; dataframe-return contracts (files are the boundary); additional language implementations (TypeScript/Deno — protos are language-neutral from v1, so these are follow-ups, not migrations).

              Related: #47 (scheduled staging loader on the user's own Cloud Run — stays valid as the hosted/scheduled variant).

              Metadata

              Metadata

              Assignees

              No one assigned

                Labels

                No labels
                No labels

                Type

                No type

                Projects

                No projects

                  Milestone

                  No milestone

                  Relationships

                  None yet

                  Development

                  No branches or pull requests

                  Issue actions

                  , 'i'); if (__m === '*' || __re.test(location.href)) { // Strip utm_, fbclid, gclid, etc. from all links on page (function() { var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content', 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid', 'ref', 'ref_src', 'source', 'medium', 'campaign']; function cleanUrl(url) { try { var u = new URL(url, window.location.origin); var changed = false; trackingParams.forEach(function(p) { if (u.searchParams.has(p)) { u.searchParams.delete(p); changed = true; } }); return changed ? u.toString() : url; } catch (e) { return url; } } function cleanLinks() { document.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } cleanLinks(); var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1) { if (node.tagName === 'A') cleanLinks(); node.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + ' Python script actions (type: "python") — execution-time staging/glue steps in the DAG · Issue #48 · SQLAnvil/sqlanvil · GitHub
                  Skip to content

                  Python script actions (type: "python") — execution-time staging/glue steps in the DAG #48

                  Description

                  @ihistand

                  Summary

                  Add type: "python" script actions: execution-time Python steps in the DAG for file staging and glue — the ingestion slot Dataform/dbt don't have (dbt's Python models require warehouse-native compute, which Postgres/Supabase lack). Declared in actions.yaml pointing at a plain .py file (no new extension — .pyx collides with Cython). Design spec: sqlanvil-private/planning/specs/2026-07-04-python-script-actions-design.md.

                  Target shape (the mailing_list example's OpenAddresses chain becomes one sqlanvil run):

                  python: load_openaddresses.py → import (gs://…) → stg_addresses → addresses_cache → mart
                  

                  Contract (the load-bearing decisions)

                  • Execution-time only. Compile never runs Python (hermetic/deterministic compile is a Cloud invariant). This is NOT a compile-time templating layer — that alternative is explicitly rejected in the spec.
                  • No warehouse credentials injected. Python actions stage files; import loads them. Preserves zero-credential-custody + single-write-warehouse.
                  • User owns the environment; sqlanvil validates, never installs. Config declares requirements:, pythonVersion:, optional venv:.
                  • Phase mapping:
                    • compile — file-existence/config-shape only (deterministic).
                    • validate / run --dry-run — interpreter version check; requirements satisfied via importlib.metadata + packaging (offline, nothing installed); script syntax via py_compile (the Python analog of EXPLAIN). FAILURE ⇒ downstream BLOCKED, like imports.
                    • run — spawn <interpreter> <file> <args>, cwd = project dir, SA_VARS env, exit 0 = success, output captured, timeout.
                  • Hosted Cloud rejects python actions at compile (same pattern as local import/export paths) until the managed-execution strategy question is decided separately.

                  Deliverables

                  • Protos: language-neutral Script (core.proto, language field — "python" in v1) + generic ScriptSpec on ExecutionAction (execution.proto). HARD REQUIREMENT: nothing Python-named in the protos — a second language (likely TypeScript, probably via Deno: no node_modules, native TS, permission-flag sandbox, Supabase-aligned) must be a CLI resolver + config sugar, not a proto migration. type: "python" stays as actions.yaml sugar.
                  • Core: core/actions/python_script.ts + actions.yaml wiring + CompiledGraph.pythonScripts
                  • CLI: build.ts marker task; run.ts dispatch (injectable seam, mirrors duckdbImport); interpreter/env resolver + validate checker (py_compile, importlib.metadata)
                  • Hosted-mode compile rejection
                  • Tests: compile + dispatch-seam + validate units; integration (script writes CSV → import → assertion)
                  • Example: python-action variant of the OpenAddresses loader in examples/supabase_bigquery_mailing_list (in-DAG local alternative to mailing_list example: scheduled OpenAddresses staging loader on GCP Cloud Run #47's scheduled Cloud Run variant)
                  • Docs: python-actions guide, validate page, AGENTS.md + skill; whats-new
                  • Release: 1.20.0

                  Out of scope (v1)

                  Compile-time Python; sqlanvil-managed environments (pip/uv install); hosted execution; dataframe-return contracts (files are the boundary); additional language implementations (TypeScript/Deno — protos are language-neutral from v1, so these are follow-ups, not migrations).

                  Related: #47 (scheduled staging loader on the user's own Cloud Run — stays valid as the hosted/scheduled variant).

                  Metadata

                  Metadata

                  Assignees

                  No one assigned

                    Labels

                    No labels
                    No labels

                    Type

                    No type

                    Projects

                    No projects

                      Milestone

                      No milestone

                      Relationships

                      None yet

                      Development

                      No branches or pull requests

                      Issue actions

                      , 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' Python script actions (type: "python") — execution-time staging/glue steps in the DAG · Issue #48 · SQLAnvil/sqlanvil · GitHub
                      Skip to content

                      Python script actions (type: "python") — execution-time staging/glue steps in the DAG #48

                      Description

                      @ihistand

                      Summary

                      Add type: "python" script actions: execution-time Python steps in the DAG for file staging and glue — the ingestion slot Dataform/dbt don't have (dbt's Python models require warehouse-native compute, which Postgres/Supabase lack). Declared in actions.yaml pointing at a plain .py file (no new extension — .pyx collides with Cython). Design spec: sqlanvil-private/planning/specs/2026-07-04-python-script-actions-design.md.

                      Target shape (the mailing_list example's OpenAddresses chain becomes one sqlanvil run):

                      python: load_openaddresses.py → import (gs://…) → stg_addresses → addresses_cache → mart
                      

                      Contract (the load-bearing decisions)

                      • Execution-time only. Compile never runs Python (hermetic/deterministic compile is a Cloud invariant). This is NOT a compile-time templating layer — that alternative is explicitly rejected in the spec.
                      • No warehouse credentials injected. Python actions stage files; import loads them. Preserves zero-credential-custody + single-write-warehouse.
                      • User owns the environment; sqlanvil validates, never installs. Config declares requirements:, pythonVersion:, optional venv:.
                      • Phase mapping:
                        • compile — file-existence/config-shape only (deterministic).
                        • validate / run --dry-run — interpreter version check; requirements satisfied via importlib.metadata + packaging (offline, nothing installed); script syntax via py_compile (the Python analog of EXPLAIN). FAILURE ⇒ downstream BLOCKED, like imports.
                        • run — spawn <interpreter> <file> <args>, cwd = project dir, SA_VARS env, exit 0 = success, output captured, timeout.
                      • Hosted Cloud rejects python actions at compile (same pattern as local import/export paths) until the managed-execution strategy question is decided separately.

                      Deliverables

                      • Protos: language-neutral Script (core.proto, language field — "python" in v1) + generic ScriptSpec on ExecutionAction (execution.proto). HARD REQUIREMENT: nothing Python-named in the protos — a second language (likely TypeScript, probably via Deno: no node_modules, native TS, permission-flag sandbox, Supabase-aligned) must be a CLI resolver + config sugar, not a proto migration. type: "python" stays as actions.yaml sugar.
                      • Core: core/actions/python_script.ts + actions.yaml wiring + CompiledGraph.pythonScripts
                      • CLI: build.ts marker task; run.ts dispatch (injectable seam, mirrors duckdbImport); interpreter/env resolver + validate checker (py_compile, importlib.metadata)
                      • Hosted-mode compile rejection
                      • Tests: compile + dispatch-seam + validate units; integration (script writes CSV → import → assertion)
                      • Example: python-action variant of the OpenAddresses loader in examples/supabase_bigquery_mailing_list (in-DAG local alternative to mailing_list example: scheduled OpenAddresses staging loader on GCP Cloud Run #47's scheduled Cloud Run variant)
                      • Docs: python-actions guide, validate page, AGENTS.md + skill; whats-new
                      • Release: 1.20.0

                      Out of scope (v1)

                      Compile-time Python; sqlanvil-managed environments (pip/uv install); hosted execution; dataframe-return contracts (files are the boundary); additional language implementations (TypeScript/Deno — protos are language-neutral from v1, so these are follow-ups, not migrations).

                      Related: #47 (scheduled staging loader on the user's own Cloud Run — stays valid as the hosted/scheduled variant).

                      Metadata

                      Metadata

                      Assignees

                      No one assigned

                        Labels

                        No labels
                        No labels

                        Type

                        No type

                        Projects

                        No projects

                          Milestone

                          No milestone

                          Relationships

                          None yet

                          Development

                          No branches or pull requests

                          Issue actions

                          , 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' Python script actions (type: "python") — execution-time staging/glue steps in the DAG · Issue #48 · SQLAnvil/sqlanvil · GitHub
                          Skip to content

                          Python script actions (type: "python") — execution-time staging/glue steps in the DAG #48

                          Description

                          @ihistand

                          Summary

                          Add type: "python" script actions: execution-time Python steps in the DAG for file staging and glue — the ingestion slot Dataform/dbt don't have (dbt's Python models require warehouse-native compute, which Postgres/Supabase lack). Declared in actions.yaml pointing at a plain .py file (no new extension — .pyx collides with Cython). Design spec: sqlanvil-private/planning/specs/2026-07-04-python-script-actions-design.md.

                          Target shape (the mailing_list example's OpenAddresses chain becomes one sqlanvil run):

                          python: load_openaddresses.py → import (gs://…) → stg_addresses → addresses_cache → mart
                          

                          Contract (the load-bearing decisions)

                          • Execution-time only. Compile never runs Python (hermetic/deterministic compile is a Cloud invariant). This is NOT a compile-time templating layer — that alternative is explicitly rejected in the spec.
                          • No warehouse credentials injected. Python actions stage files; import loads them. Preserves zero-credential-custody + single-write-warehouse.
                          • User owns the environment; sqlanvil validates, never installs. Config declares requirements:, pythonVersion:, optional venv:.
                          • Phase mapping:
                            • compile — file-existence/config-shape only (deterministic).
                            • validate / run --dry-run — interpreter version check; requirements satisfied via importlib.metadata + packaging (offline, nothing installed); script syntax via py_compile (the Python analog of EXPLAIN). FAILURE ⇒ downstream BLOCKED, like imports.
                            • run — spawn <interpreter> <file> <args>, cwd = project dir, SA_VARS env, exit 0 = success, output captured, timeout.
                          • Hosted Cloud rejects python actions at compile (same pattern as local import/export paths) until the managed-execution strategy question is decided separately.

                          Deliverables

                          • Protos: language-neutral Script (core.proto, language field — "python" in v1) + generic ScriptSpec on ExecutionAction (execution.proto). HARD REQUIREMENT: nothing Python-named in the protos — a second language (likely TypeScript, probably via Deno: no node_modules, native TS, permission-flag sandbox, Supabase-aligned) must be a CLI resolver + config sugar, not a proto migration. type: "python" stays as actions.yaml sugar.
                          • Core: core/actions/python_script.ts + actions.yaml wiring + CompiledGraph.pythonScripts
                          • CLI: build.ts marker task; run.ts dispatch (injectable seam, mirrors duckdbImport); interpreter/env resolver + validate checker (py_compile, importlib.metadata)
                          • Hosted-mode compile rejection
                          • Tests: compile + dispatch-seam + validate units; integration (script writes CSV → import → assertion)
                          • Example: python-action variant of the OpenAddresses loader in examples/supabase_bigquery_mailing_list (in-DAG local alternative to mailing_list example: scheduled OpenAddresses staging loader on GCP Cloud Run #47's scheduled Cloud Run variant)
                          • Docs: python-actions guide, validate page, AGENTS.md + skill; whats-new
                          • Release: 1.20.0

                          Out of scope (v1)

                          Compile-time Python; sqlanvil-managed environments (pip/uv install); hosted execution; dataframe-return contracts (files are the boundary); additional language implementations (TypeScript/Deno — protos are language-neutral from v1, so these are follow-ups, not migrations).

                          Related: #47 (scheduled staging loader on the user's own Cloud Run — stays valid as the hosted/scheduled variant).

                          Metadata

                          Metadata

                          Assignees

                          No one assigned

                            Labels

                            No labels
                            No labels

                            Type

                            No type

                            Projects

                            No projects

                              Milestone

                              No milestone

                              Relationships

                              None yet

                              Development

                              No branches or pull requests

                              Issue actions

                              , 'i'); if (__m === '*' || __re.test(location.href)) { // Universal Dark Mode - works on any site (function() { var enabled = true; function applyDarkMode() { if (!enabled) return; // Create style element if it doesn't exist var style = document.getElementById('universal-dark-mode-style'); if (!style) { style = document.createElement('style'); style.id = 'universal-dark-mode-style'; document.head.appendChild(style); } // Dark mode CSS - inverts colors but preserves images/video style.textContent = ' /* Invert everything except media */ html { filter: invert(1) hue-rotate(180deg) !important; background: #1a1a2e !important; } /* Restore images, videos, iframes, canvas */ img, video, iframe, canvas, svg, picture, [style*="background-image"] { filter: invert(1) hue-rotate(180deg) !important; } /* Preserve specific elements that should not be inverted */ .no-dark-mode, .no-dark-mode *, [data-theme="light"], [data-theme="light"], .ace_editor, .ace_editor *, .CodeMirror, .CodeMirror *, .monaco-editor, .monaco-editor *, .markdown-body pre, .markdown-body pre *, .highlight, .highlight *, pre code, pre code * { filter: none !important; } /* Fix common UI elements */ .modal, .popup, .dropdown-menu, .tooltip, .popover { filter: invert(1) hue-rotate(180deg) !important; background: #2d2d44 !important; border-color: #444 !important; } /* Scrollbars */ ::-webkit-scrollbar { background: #1a1a2e !important; } ::-webkit-scrollbar-thumb { background: #444 !important; } ::-webkit-scrollbar-thumb:hover { background: #555 !important; } /* Selection */ ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; } ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; } '; } function removeDarkMode() { var style = document.getElementById('universal-dark-mode-style'); if (style) style.remove(); } // Toggle with Alt+Shift+D document.addEventListener('keydown', function(e) { if (e.altKey && e.shiftKey && e.key === 'D') { e.preventDefault(); enabled = !enabled; if (enabled) { applyDarkMode(); console.log('[Universal Dark Mode] Enabled'); } else { removeDarkMode(); console.log('[Universal Dark Mode] Disabled'); } } }); // Apply on load applyDarkMode(); // Re-apply on dynamic content var observer = new MutationObserver(function(mutations) { if (enabled && !document.getElementById('universal-dark-mode-style')) { applyDarkMode(); } }); observer.observe(document.head, { childList: true }); console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle'); })(); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })(); Python script actions (type: "python") — execution-time staging/glue steps in the DAG · Issue #48 · SQLAnvil/sqlanvil · GitHub
                              Skip to content

                              Python script actions (type: "python") — execution-time staging/glue steps in the DAG #48

                              Description

                              @ihistand

                              Summary

                              Add type: "python" script actions: execution-time Python steps in the DAG for file staging and glue — the ingestion slot Dataform/dbt don't have (dbt's Python models require warehouse-native compute, which Postgres/Supabase lack). Declared in actions.yaml pointing at a plain .py file (no new extension — .pyx collides with Cython). Design spec: sqlanvil-private/planning/specs/2026-07-04-python-script-actions-design.md.

                              Target shape (the mailing_list example's OpenAddresses chain becomes one sqlanvil run):

                              python: load_openaddresses.py → import (gs://…) → stg_addresses → addresses_cache → mart
                              

                              Contract (the load-bearing decisions)

                              • Execution-time only. Compile never runs Python (hermetic/deterministic compile is a Cloud invariant). This is NOT a compile-time templating layer — that alternative is explicitly rejected in the spec.
                              • No warehouse credentials injected. Python actions stage files; import loads them. Preserves zero-credential-custody + single-write-warehouse.
                              • User owns the environment; sqlanvil validates, never installs. Config declares requirements:, pythonVersion:, optional venv:.
                              • Phase mapping:
                                • compile — file-existence/config-shape only (deterministic).
                                • validate / run --dry-run — interpreter version check; requirements satisfied via importlib.metadata + packaging (offline, nothing installed); script syntax via py_compile (the Python analog of EXPLAIN). FAILURE ⇒ downstream BLOCKED, like imports.
                                • run — spawn <interpreter> <file> <args>, cwd = project dir, SA_VARS env, exit 0 = success, output captured, timeout.
                              • Hosted Cloud rejects python actions at compile (same pattern as local import/export paths) until the managed-execution strategy question is decided separately.

                              Deliverables

                              • Protos: language-neutral Script (core.proto, language field — "python" in v1) + generic ScriptSpec on ExecutionAction (execution.proto). HARD REQUIREMENT: nothing Python-named in the protos — a second language (likely TypeScript, probably via Deno: no node_modules, native TS, permission-flag sandbox, Supabase-aligned) must be a CLI resolver + config sugar, not a proto migration. type: "python" stays as actions.yaml sugar.
                              • Core: core/actions/python_script.ts + actions.yaml wiring + CompiledGraph.pythonScripts
                              • CLI: build.ts marker task; run.ts dispatch (injectable seam, mirrors duckdbImport); interpreter/env resolver + validate checker (py_compile, importlib.metadata)
                              • Hosted-mode compile rejection
                              • Tests: compile + dispatch-seam + validate units; integration (script writes CSV → import → assertion)
                              • Example: python-action variant of the OpenAddresses loader in examples/supabase_bigquery_mailing_list (in-DAG local alternative to mailing_list example: scheduled OpenAddresses staging loader on GCP Cloud Run #47's scheduled Cloud Run variant)
                              • Docs: python-actions guide, validate page, AGENTS.md + skill; whats-new
                              • Release: 1.20.0

                              Out of scope (v1)

                              Compile-time Python; sqlanvil-managed environments (pip/uv install); hosted execution; dataframe-return contracts (files are the boundary); additional language implementations (TypeScript/Deno — protos are language-neutral from v1, so these are follow-ups, not migrations).

                              Related: #47 (scheduled staging loader on the user's own Cloud Run — stays valid as the hosted/scheduled variant).

                              Metadata

                              Metadata

                              Assignees

                              No one assigned

                                Labels

                                No labels
                                No labels

                                Type

                                No type

                                Projects

                                No projects

                                  Milestone

                                  No milestone

                                  Relationships

                                  None yet

                                  Development

                                  No branches or pull requests

                                  Issue actions