{
  "id": 18269730,
  "title": "Ranking old articles need to be renewed from Search Console export file by pandas",
  "url": "https://urgent.news/2026/11/05/xep-hang-bai-cu-can-lam-moi-tu-file-xuat-search-console-bang-pandas",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-11-05T07:32:20.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/onicai/xep-hang-bai-cu-can-lam-moi-tu-file-xuat-search-console-bang-pandas-2c25"
  },
  "original_language": "es",
  "account": "An article discusses using Google Search Console and pandas to optimize old articles. It involves categorizing articles into four groups based on impressions and clicks, and identifying queries that the articles have not answered. The method uses data from Search Console's Performance report, specifically the Page tab, and query data by page through API or manual filtering. The article provides code to group articles, detect declining performance, and find unanswered queries.",
  "summary": "The Google Search Console performance report is enough to choose old articles to optimize, but manually filtering a few hundred URLs is very tiring. This article uses pandas on the exported file from Search Console to group articles by two numbers: impressions and clicks, and then find queries that the article has not answered. Input data Export two files from the Performance report: the Pages tab (URL, clicks, impressions, CTR, position) for two time periods…",
  "key_points": [
    "Pandas library simplifies grouping pages based on impressions and clicks",
    "Script assigns pages to four categories using median values and CTR analysis",
    "Identifies declining pages compared to previous period for optimization"
  ],
  "editors_take": "Automating SEO audits with Python replaces manual data filtering with a scalable method for identifying declining content through median-based performance metrics and industry-specific click-through rate variations.",
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}