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    "title": "X (Twitter) Ads Transparency [$5💰] Archive Scraper",
    "description": "Scrape X (Twitter)'s public ad-transparency archives — commercial, US political & issue ads — into structured rows with spend, impressions, targeting, billing and agency. Filter by advertiser, keyword, date or spend. Hydrate commercial tweets into full creatives. No login. JSON, CSV or Excel.",
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            "title": "Ad archives to scrape",
            "type": "array",
            "description": "One or more of: political (US Political Campaigning ads), issue (US Issue ads), commercial (commercial communications / promoted tweets). Defaults to political.",
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              "type": "string",
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                "political",
                "issue",
                "commercial"
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                "Issue — US issue ads (spend + targeting + billing)",
                "Commercial — promoted-tweet archive (Dec 2023, hydratable)"
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              "political"
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          "advertisers": {
            "title": "Advertisers",
            "type": "array",
            "description": "Filter to specific advertisers. Case-insensitive; matches the account handle AND the full account name. e.g. [\"emilyslist\", \"Cory 2020\"] for political, or [\"anemone_tar\"] for commercial. For the commercial archive, note the CSV isn't sorted by advertiser, so an advertiser filter streams the whole 1.37 GB file.",
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              "type": "string"
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          },
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            "title": "Keyword search",
            "type": "string",
            "description": "Free-text filter. Case-insensitive; matches tweet text, account name, handle and reported/landing URLs."
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            "title": "Start date (YYYY-MM-DD)",
            "type": "string",
            "description": "Only keep ads dated on/after this date. Commercial uses the creative's recorded date; political/issue use the earliest campaign start date."
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            "title": "End date (YYYY-MM-DD)",
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            "description": "Only keep ads dated on/before this date."
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          "minSpend": {
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            "description": "political/issue only: keep ads whose total spend is at least this many US dollars."
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          "minImpressions": {
            "title": "Minimum impressions",
            "minimum": 0,
            "type": "integer",
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            "description": "Commercial archive only. For each ad, fetch the public tweet via X's syndication endpoint and add tweetText, mediaUrls, authorName/Handle, like/reply counts, language and creation time. Adds network calls and time; deleted/suspended tweets come back un-hydrated. No extra charge.",
            "default": false
          },
          "liveCheck": {
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            "type": "boolean",
            "description": "Best-effort: resolve each advertiser in the Advertisers filter and query X's live promoted-tweets endpoint. In practice this returns nothing for essentially every advertiser (political ads are banned; the commercial live surface is empty), so it's off by default and included only for completeness.",
            "default": false
          },
          "maxItems": {
            "title": "Maximum ad records",
            "minimum": 1,
            "type": "integer",
            "description": "Hard cap on output rows across all selected sources. One row = one ad (promoted tweet).",
            "default": 1000
          },
          "maxConcurrency": {
            "title": "Max concurrency (hydration / live check)",
            "minimum": 1,
            "maximum": 20,
            "type": "integer",
            "description": "Parallel requests when hydrating commercial tweets or running the live check.",
            "default": 10
          },
          "proxy": {
            "title": "Proxy configuration",
            "type": "object",
            "description": "Optional. The archives are plain public CDN files and rarely need a proxy, but hydrating many commercial tweets can benefit from a residential pool.",
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