{"id":50454181,"url":"https://github.com/mizcausevic-dev/dbt-search-observatory","last_synced_at":"2026-06-01T01:05:43.733Z","repository":{"id":357280913,"uuid":"1235975288","full_name":"mizcausevic-dev/dbt-search-observatory","owner":"mizcausevic-dev","description":"dbt + DuckDB warehouse for search console, crawl, index coverage, freshness drift, and URL-level observability diagnostics.","archived":false,"fork":false,"pushed_at":"2026-05-12T04:26:27.000Z","size":268,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-12T06:27:30.458Z","etag":null,"topics":["data-modeling","dbt","duckdb","python","search-observability","sql","technical-seo"],"latest_commit_sha":null,"homepage":"https://kineticgain.com","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mizcausevic-dev.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-11T20:45:20.000Z","updated_at":"2026-05-12T04:26:30.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/mizcausevic-dev/dbt-search-observatory","commit_stats":null,"previous_names":["mizcausevic-dev/dbt-search-observatory"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/mizcausevic-dev/dbt-search-observatory","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdbt-search-observatory","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdbt-search-observatory/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdbt-search-observatory/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdbt-search-observatory/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mizcausevic-dev","download_url":"https://codeload.github.com/mizcausevic-dev/dbt-search-observatory/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mizcausevic-dev%2Fdbt-search-observatory/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33755379,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-05-31T02:00:06.040Z","response_time":95,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-modeling","dbt","duckdb","python","search-observability","sql","technical-seo"],"created_at":"2026-06-01T01:05:43.673Z","updated_at":"2026-06-01T01:05:43.724Z","avatar_url":"https://github.com/mizcausevic-dev.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# dbt Search Observatory\r\n\r\n`dbt-search-observatory` is a warehouse-first search observability project built on `dbt + DuckDB`. It models search console performance, crawl-state health, indexability risk, and URL-level anomaly flags in a way that is portable, testable, and runnable without a cloud warehouse account.\r\n\r\n## Executive Summary\r\n\r\nThis repo turns scattered SEO and crawl telemetry into a local analytics engineering artifact you can actually run. It includes:\r\n\r\n- seeded search console, crawl, and URL inventory inputs\r\n- staged dbt models with relationship and accepted-value tests\r\n- observability marts for site health, page-group performance, and anomaly prioritization\r\n- a repo-local DuckDB profile so everything runs with one command sequence\r\n- real PNG screenshots generated from built warehouse outputs\r\n\r\n## Portfolio Takeaway\r\n\r\nThis project shows analytics engineering depth instead of just dashboard design. The value is in:\r\n\r\n- local-first dbt modeling\r\n- warehouse-oriented search diagnostics\r\n- testable transformations and data contracts\r\n- operator-facing anomaly and priority views\r\n\r\n## Overview\r\n\r\n| Layer | What it does |\r\n| --- | --- |\r\n| `seeds/` | Provides sample search console, crawl, and inventory inputs |\r\n| `models/staging/` | Casts and normalizes raw data into stable dbt staging models |\r\n| `models/marts/` | Produces URL, page-group, site-health, and anomaly marts |\r\n| `profiles.yml` | Keeps dbt runnable with local DuckDB and no external credentials |\r\n| `scripts/run_demo.py` | Runs seed, build, test, docs generation, and screenshot rendering |\r\n| `screenshots/` | PNG proof generated from actual built outputs |\r\n\r\n## Warehouse Flow\r\n\r\n```mermaid\r\nflowchart LR\r\n  A[\"Search Console seed\"] --\u003e D[\"stg_search_console_daily\"]\r\n  B[\"Crawl observations seed\"] --\u003e E[\"stg_crawl_observations\"]\r\n  C[\"URL inventory seed\"] --\u003e F[\"stg_url_inventory\"]\r\n  D --\u003e G[\"mart_url_observability\"]\r\n  E --\u003e G\r\n  F --\u003e G\r\n  G --\u003e H[\"mart_page_group_performance\"]\r\n  G --\u003e I[\"mart_anomaly_flags\"]\r\n  G --\u003e J[\"mart_site_health\"]\r\n```\r\n\r\n## Screenshots\r\n\r\n### Hero\r\n![Hero](screenshots/01-hero.png)\r\n\r\n### Page Group Watch\r\n![Page Group Watch](screenshots/02-page-groups.png)\r\n\r\n### Anomaly Board\r\n![Anomaly Board](screenshots/03-anomalies.png)\r\n\r\n### Validation Proof\r\n![Validation Proof](screenshots/04-proof.png)\r\n\r\n## Run Locally\r\n\r\nCreate the repo-local environment and install dependencies:\r\n\r\n```powershell\r\ncd dbt-search-observatory\r\npy -3.11 -m venv .venv\r\n.\\.venv\\Scripts\\python.exe -m pip install -r requirements.txt\r\n```\r\n\r\nBuild the warehouse and generate proof assets:\r\n\r\n```powershell\r\n.\\.venv\\Scripts\\python.exe .\\scripts\\run_demo.py\r\n```\r\n\r\nOr run dbt directly:\r\n\r\n```powershell\r\n.\\.venv\\Scripts\\dbt.exe seed --profiles-dir . --full-refresh\r\n.\\.venv\\Scripts\\dbt.exe run --profiles-dir .\r\n.\\.venv\\Scripts\\dbt.exe test --profiles-dir .\r\n.\\.venv\\Scripts\\dbt.exe docs generate --profiles-dir .\r\n```\r\n\r\n## Validation\r\n\r\n```powershell\r\n.\\.venv\\Scripts\\python.exe .\\scripts\\run_demo.py\r\n.\\.venv\\Scripts\\python.exe -m unittest discover -s tests\r\n```\r\n\r\n## Tech Stack\r\n\r\n- `dbt`\r\n- `DuckDB`\r\n- `SQL`\r\n- `Python`\r\n- `Pillow`\r\n\r\n## Links\r\n\r\n- Website: [https://kineticgain.com/](https://kineticgain.com/)\r\n- Skills Page: [https://mizcausevic.com/skills/](https://mizcausevic.com/skills/)\r\n- GitHub: [https://github.com/mizcausevic-dev](https://github.com/mizcausevic-dev)\r\n\r\n---\r\n\r\n**Connect:** [LinkedIn](https://www.linkedin.com/in/mirzacausevic/) · [Kinetic Gain](https://kineticgain.com) · [Medium](https://medium.com/@mizcausevic/) · [Skills](https://mizcausevic.com/skills/)\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fdbt-search-observatory","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmizcausevic-dev%2Fdbt-search-observatory","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmizcausevic-dev%2Fdbt-search-observatory/lists"}