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src/enrich/ad_signals.ts
153 lines
/**
* Ad / social-tracking signal detector.
*
* Mines the already-crawled raw HTML files (data/raw/firm-NNN.html) for
* known tracking-pixel and tag fingerprints. The result is a JSONB blob
* stored in business_enrichment.ad_signals — a binary "this business is
* paying to advertise on platform X" signal per business.
*
* No HTTP calls. No LLM. Pure regex + UPDATE.
*
* Detected signals:
* google_ads — googleadservices.com, gtag(...AW-..), google_conversion_id
* google_analytics — gtag(...G-..), analytics.js, GTM-...
* meta_pixel — connect.facebook.net/...fbevents.js, fbq('init', '...
* tiktok_pixel — analytics.tiktok.com, ttq.load
* pinterest_tag — s.pinimg.com/ct.js, pintrk('load
* linkedin_insight — snap.licdn.com/li.lms-analytics, _linkedin_partner_id
* twitter_pixel — static.ads-twitter.com/uwt.js, twq('init
* reddit_pixel — www.redditstatic.com/ads/pixel.js, rdt('init
* bing_uet — bat.bing.com, uetq
* snap_pixel — sc-static.net/scevent
*/
import { readFileSync } from 'node:fs';
import { join } from 'node:path';
import { query, pool } from '../../db/pool.ts';
interface AuditRow {
business_id: number;
raw_html_path: string;
}
interface Signals {
google_ads: boolean;
google_analytics: boolean;
meta_pixel: boolean;
tiktok_pixel: boolean;
pinterest_tag: boolean;
linkedin_insight: boolean;
twitter_pixel: boolean;
reddit_pixel: boolean;
bing_uet: boolean;
snap_pixel: boolean;
gtm_container: boolean; // GTM detected — pixels may be loaded indirectly (precision caveat)
// Derived
paid_ads_count: number;
}
function detect(html: string): Signals {
const s: Signals = {
google_ads: /googleadservices\.com|gtag\([^)]*['"]AW-|google_conversion_id|googletagmanager\.com\/gtag\/js\?id=AW-/i.test(html),
google_analytics: /gtag\([^)]*['"]G-|googletagmanager\.com\/gtm\.js|google-analytics\.com\/analytics\.js|googletagmanager\.com\/gtag\/js\?id=G-|gtag\([^)]*['"]UA-/i.test(html),
meta_pixel: /connect\.facebook\.net\/[^"']*\/fbevents\.js|fbq\(['"]init['"]|fbq\(['"]track['"]|facebook\.com\/tr\?id=/i.test(html),
tiktok_pixel: /analytics\.tiktok\.com|business-api\.tiktok\.com|ttq\.load|TiktokAnalyticsObject/i.test(html),
pinterest_tag: /s\.pinimg\.com\/ct\.js|pintrk\(['"]load|pintrk\(['"]track/i.test(html),
linkedin_insight: /snap\.licdn\.com\/li\.lms-analytics|_linkedin_partner_id|_linkedin_data_partner_ids/i.test(html),
twitter_pixel: /static\.ads-twitter\.com\/uwt\.js|analytics\.twitter\.com\/i\/adsct|t\.co\/i\/adsct|twq\(['"]init|twq\(['"]track/i.test(html),
reddit_pixel: /www\.redditstatic\.com\/ads\/pixel\.js|rdt\(['"]init|rdt\(['"]track/i.test(html),
bing_uet: /bat\.bing\.com|bat\.r\.msn\.com|window\.uetq|window\["uetq"\]|uet\.gif/i.test(html),
snap_pixel: /sc-static\.net\/scevent|snaptr\(['"]init/i.test(html),
gtm_container: /googletagmanager\.com\/gtm\.js\?id=GTM-/i.test(html),
paid_ads_count: 0,
};
s.paid_ads_count =
Number(s.google_ads) +
Number(s.meta_pixel) +
Number(s.tiktok_pixel) +
Number(s.pinterest_tag) +
Number(s.twitter_pixel) +
Number(s.reddit_pixel) +
Number(s.bing_uet) +
Number(s.snap_pixel) +
Number(s.linkedin_insight);
return s;
}
async function main() {
const r = await query<AuditRow>(`
SELECT DISTINCT ON (a.business_id) a.business_id, a.raw_html_path
FROM front_page_audits a
WHERE a.raw_html_path IS NOT NULL
ORDER BY a.business_id, a.audited_at DESC
`);
console.log(`[ad-signals] mining ${r.rowCount} HTML files…`);
let withGoogleAds = 0,
withMeta = 0,
withTikTok = 0,
withPinterest = 0,
withLinkedIn = 0,
withTwitter = 0,
withReddit = 0,
withBing = 0,
withSnap = 0,
withGA = 0,
anyPaid = 0,
processed = 0;
for (const row of r.rows) {
const rel = row.raw_html_path.startsWith('data/') ? row.raw_html_path : 'data/' + row.raw_html_path;
let html: string;
try {
html = readFileSync(join(process.cwd(), rel), 'utf8');
} catch {
continue;
}
const s = detect(html);
if (s.google_ads) withGoogleAds++;
if (s.meta_pixel) withMeta++;
if (s.tiktok_pixel) withTikTok++;
if (s.pinterest_tag) withPinterest++;
if (s.linkedin_insight) withLinkedIn++;
if (s.twitter_pixel) withTwitter++;
if (s.reddit_pixel) withReddit++;
if (s.bing_uet) withBing++;
if (s.snap_pixel) withSnap++;
if (s.google_analytics) withGA++;
if (s.paid_ads_count > 0) anyPaid++;
processed++;
// Merge — existing keys remain (e.g. 'transparency' set by ads_transparency.ts),
// detection keys overwrite. Without this, re-mining wipes out transparency data.
await query(
`
INSERT INTO business_enrichment (business_id, ad_signals, signals_updated_at)
VALUES ($1, $2, now())
ON CONFLICT (business_id) DO UPDATE
SET ad_signals = COALESCE(business_enrichment.ad_signals, '{}'::jsonb) || EXCLUDED.ad_signals,
signals_updated_at = now()
`,
[row.business_id, JSON.stringify(s)]
);
}
console.log(`[ad-signals] processed ${processed} businesses · paid-ad signals:`);
console.log(` google_ads : ${withGoogleAds}`);
console.log(` meta_pixel : ${withMeta}`);
console.log(` tiktok_pixel : ${withTikTok}`);
console.log(` pinterest_tag : ${withPinterest}`);
console.log(` linkedin_insight: ${withLinkedIn}`);
console.log(` twitter_pixel : ${withTwitter}`);
console.log(` reddit_pixel : ${withReddit}`);
console.log(` bing_uet : ${withBing}`);
console.log(` snap_pixel : ${withSnap}`);
console.log(` any_paid_ads : ${anyPaid}`);
console.log(` google_analytics: ${withGA} (not paid; just measurement)`);
await pool.end();
}
main().catch((e) => {
console.error('[ad-signals]', e);
process.exit(1);
});