The HTTP 200 is not a contract check

A pixel is an HTTP request with a job PixelsPMsmarketersengineers A tracking pixel is an HTTP request that records an ad impression, click, page view, or conversion. The transport may be a 1x1 image GET, navigator.sendBeacon, or fetch. Email open pixels and VAST Impression beacons are the same job on different surfaces. An image cannot hash an email Pixelsengineersmarketers A 1x1 image pixel can only send what fits in a GET URL, about two thousand characters in practice. Floodlight and LinkedIn Insight still ship images. fbq, gtag, and ttq can POST a body, read cookies, and hash emails. CSP and noscript treat the two transports differently. Noscript is a different request Pixelsengineersmarketers A noscript image pixel is the fallback when JavaScript does not run. Meta uses noscript=1 on facebook.com/tr. It is a different request, not a second copy of the JS event. Ad blockers that list the host will block the image too. Dedup with event_id if both can fire. Impression and click are not the same URL PixelsmarketersPMsengineers An impression pixel fires when the creative loads and should return 200 with a 1x1 or 204. A click tracker fires on click as a 302 chain. Never 302 an impression to a landing page. View-through is a report setting, not a third pixel. Thank-you page pixels miss the backend sale PixelsPMsmarketersengineers A conversion pixel fires in the browser on the thank-you page. An MMP postback is a server-to-server GET or POST with macros expanded at conversion time. CAPI is a JSON POST to the vendor. They fail in different ways. Unexpanded macros on a fired postback are a trafficking bug. The vendor host cannot see your cookie jar PixelsengineersPMs Third-party cookies on facebook.com or google-analytics.com are blocked or partitioned in Safari, Firefox, and Chrome. First-party pixels set _fbp and _ga on your domain. CHIPS partitions third-party cookies by top-level site. ITP expires tracker-like storage. Matching moved to click ids and server events. A cached impression is a lie Pixelsengineersmarketers Impression pixels need a unique query value so CDNs and browsers do not collapse thousands of impressions into one cached response. Floodlight uses ord, and unique counting also needs num. Ad servers expand [CACHEBUSTER]. Do not put PII in ord. Click URLs do not need this trick. A 200 in a click chain is a dead end Pixelsengineersmarketers Click trackers are redirect chains. Each hop can append or drop gclid, fbclid, or an MMP id. A 200 in the middle of the chain is a broken click. http to https and apex to www redirects that drop the query string are the usual paid-search outage. Debug with curl -sIL. The URL changed. The pixel did not. PixelsengineersPMs Single-page apps do not reload the document. If you only fire PageView on first load, checkout and thank-you routes are invisible. Hook history. React 18 Strict Mode double-mounts and will double Purchase. Meta CAPI event_source_url must be the current route, not the first URL of the session. The pixel ran in the wrong frame Pixelsengineers A pixel inside an iframe sees a different referrer, a different cookie jar, and often a different CSP. Payment iframes (Stripe, PayPal) make thank-you pixels report stripe.com as the source. Fire from the parent on postMessage, or from the server when the webhook says paid. Creative iframes measure the ad, not the landing page. UTM is not a click id PixelsmarketersPMsengineers utm_source, utm_medium, utm_campaign, utm_content, and utm_term are for your analytics property. Google Ads, Meta, and TikTok attribute paid clicks with gclid, fbclid, and ttclid. UTM is not a click id. Casing splits sessions. Do not put gclid in utm_content and expect Ads to see it. Purchase does not belong on the landing page PixelsmarketersPMsengineers PageView belongs on the landing page, where click ids are stored. Purchase belongs on the thank-you page, once. Hosted checkout (Shopify, Stripe Checkout) often means the thank-you page is another host, so cookies and click ids must travel or the conversion fires as a new user. Firing Purchase on every landing inflates ROAS until the platform discounts you. Not every 200 was a person PixelsengineersPMsmarketers Prefetch, Slack unfurls, Gmail image proxies, and link scanners fire pixels without a user. Platforms filter invalid traffic in the UI. Your BigQuery export of raw hits will not match. Gate conversion tags on a real order id, not on DOM Ready of a public URL. The tag ran. The request did not. PixelsengineersmarketersPMs Ad blockers drop known pixel hosts from EasyList and similar lists. GTM preview can say the tag fired while facebook.com/tr never leaves the machine. Noscript does not bypass a host block. Recovery is CAPI or sGTM on a first-party collector you operate, not a second request to the same listed host. no-referrer means the collector guesses Pixelsengineers A strict Referrer-Policy strips path and query from document.referrer. Vendors that key off the referring URL lose landing-page context and click ids in the referrer. event_source_url and page_location must be location.href, the current document, not document.referrer. no-referrer makes the collector guess. buyer@example.com in the query is a finding PixelsengineersPMs Raw emails, phones, and names in a pixel URL land in vendor logs, CDN logs, and Referer headers. Meta flags unhashed emails on facebook.com/tr as vendor.meta.pii.unhashed_email. Hash SHA-256 of a normalized email in a body field, or use CAPI. Image pixels cannot hash in the browser. The fired URL still says CACHEBUSTER Pixelsengineersmarketers Macros use three syntaxes: [NAME], ${NAME}, and {{NAME}}. They must expand before a pixel fires. They never belong in scheme, host, or userinfo. Mixed syntax in one URL is a trafficking smell. gdpr_consent=1 is valid base64 and not a TC String. Pixellint core encodes these as macro and privacy rules. Say whether it has fired Pixelsengineersmarketers A template URL is what the ad server stores. A fired URL is what the browser requested. Pixellint artifact state is unknown, template, or fired. Template may contain macros. Fired may not. Unknown stays conservative. CI needs two fixtures, two states, one job. A first-party hostname is still their collector PixelsengineersPMs Serving a vendor collector from metrics.example.com via DNS CNAME can dodge some blocklists. Safari classified CNAME-cloaked trackers. Certificate automation and subdomain takeovers become your incident. Server-side GTM on infrastructure you own is a different design: you send the event, you do not pretend facebook.com is you. PageView fired twice on one load Pixelsengineersmarketers Two PageView hits per load come from initializing fbq and GTM's Meta tag, from React 18 Strict Mode, or from History Change plus Container Load. The Network tab shows two /tr?ev=PageView or two /g/collect en=page_view hits. Deduplicate or remove a tag before you chase a platform bug. VAST start is still an impression pixel Pixelsengineersmarketers VAST Impression, Tracking start/quartile/skip/progress, and ClickThrough are three pixel contracts on one tag. A fired start that still contains CACHEBUSTER is the same miss as a display impression that never unique-counted.

One conversion API JSON cannot serve every vendor CAPIengineersPMs Meta Conversions API event_time is seconds. Reddit CAPI event_at is milliseconds. LinkedIn conversionHappenedAt is milliseconds and still needs user.userIds. TikTok timestamp is ISO 8601. A shared conversion API event named event_time will be wrong on at least one hop. What is a conversion API CAPIPMsmarketersengineers A conversion API is a server POST that sends conversion API events your backend already knows: purchases, leads, app events. Meta names it the Conversions API (CAPI). TikTok names it Events API. Google names it Measurement Protocol. Same job, incompatible JSON. Two pipes, one conversion CAPIengineersmarketersPMs The recommended setup for Meta, TikTok, and others is browser pixel plus conversion API events, deduplicated on event_id. Drop either side without a plan and you undercount or double-count. One event_id, two transports CAPIengineersPMs Meta, TikTok, and others drop a duplicate conversion when the same event_id arrives on the pixel and the conversion API. Generate it once, persist it, send it on both pipes. A conversion with nobody on it CAPImarketersengineersPMs Match quality is how confidently the platform attaches your event to a user. Click ids score high. Hashed email and phone help. IP plus user-agent are weak but real. Empty user data is a dark event. Tell Meta where the event happened CAPIengineers Meta CAPI requires action_source so the event is filed as website, app, phone_call, chat, physical_store, system_generated, or other. website is not the default you hope it is if you omit the field. Your API host is not a landing page CAPIengineers Conversion APIs want the URL of the page where the event happened. Sending https://api.yoursite.com/capi is a common helper-library bug and it wrecks domain quality. sGTM is a proxy. CAPI is your job. CAPIengineersPMs Server-side Google Tag Manager is a first-party collector that forwards to vendors. Direct CAPI from your backend skips the tag manager. Both are server events. They are not the same architecture. Test events are not a lower environment CAPIengineersmarketers Meta's test_event_code and vendor debug flags keep QA out of production reporting. Forgetting to strip them, or never using them, are both ways to lie to yourself. 200 means the server was awake CAPIengineersPMs PostHog capture, Segment track, and several ads CAPIs return 200 for payloads they will not ingest. Validate the body before you ship. Do not use status code as the contract. Retry the body, not a new conversion CAPIengineers Retry on 429 and 5xx with the same body. A new event_id on retry double-counts. A retry storm from a cron that cannot remember success double-counts even harder. The conversion happened in Salesforce CAPIPMsmarketersengineers Offline conversions upload events that never happened in the browser: phone sales, in-store POS, Salesforce stages. Matching is PII-heavy. Timestamps are usually delayed. Dedup against any pixel you already fired. Enhanced conversions are hashed PII on the Ads tag CAPImarketersengineers Enhanced conversions send hashed first-party data with the Google Ads conversion tag or via the API. It is not GA4. It is not a replacement for gclid. It is extra matching when cookies are thin. Value without currency is a non-event CAPIengineersmarketers Purchase events need a number and a three-letter currency. USD is not a symbol. 19,99 is not a JSON number in the US. Meta, GA4, and Floodlight all refuse to optimize on empty value. Purchse is a custom event whether you meant it CAPImarketersengineersPMs Pinterest standard events are lowercase (pagevisit, checkout, addtocart). Meta is PascalCase (Purchase, Lead, AddToCart). Snap is UPPER_CASE. A typo becomes a custom event and still 200s. Do not fire the whole funnel on thank-you CAPImarketersPMsengineers Funnel events exist so the platform can optimize toward the next step. Firing all of them on the thank-you page teaches the model that every user is a buyer. Firing none of them except Purchase starves upper-funnel learning. A refund is a measurement event CAPIPMsmarketersengineers If you send Purchase and never send Refund, the ads platform keeps spending toward orders that came back. Meta, GA4, and several CAPIs have refund events. Use the original transaction id. CAPI returned 200. Test Events is still empty. CAPIengineersmarketers Conversions API not working usually means HTTP 200 and an empty Test Events panel. Count event_time digits, strip test_event_code in prod, hash email not IP, match Pixel ID and event_id, and lint the JSON before you debug the token. Check the CAPI body before Test Events CAPIengineersmarketersPMs A conversion API validator checks CAPI JSON against the vendor contract: Meta event_time in seconds, hashed em, action_source, event_source_url, Purchase value and currency. Paste the body. HTTP 200 is not that check.

Hash email and phone. Leave the algorithm as SHA-256. Identityengineersmarketers Email, phone, name, and external_id on Meta, TikTok, Snap, and Pinterest conversion APIs are SHA-256 hex digests of a normalized string. Hash those identifiers. Leave IP, user-agent, and click cookies in the clear. IP and user-agent are sent in the clear Identityengineers Conversion APIs want client_ip_address and client_user_agent in the clear. A SHA-256 digest in those fields cannot match a browser. Hash email and phone instead. Pixellint flags the digest as hashed_plaintext_field. Lowercase, trim, then hash Identityengineersmarketers Trim whitespace, lowercase the address, then SHA-256. Hashing Buyer@Example.com does not match buyer@example.com. Google Ads enhanced conversions add Gmail-specific rules. Meta, TikTok, Snap, and Pinterest hash the string you send after trim and lowercase. E.164, then SHA-256, not a local format Identityengineersmarketers Normalize the phone to digits with a country code (E.164 without spaces or a plus), then SHA-256. Hashing (650) 555-1212 never matches 16505551212. Local formats are a miss. Country code is required. gclid, fbclid, ttclid, msclkid, li_fat_id IdentitymarketersengineersPMs Paid platforms join conversions on click ids: gclid, fbclid, ttclid, msclkid, li_fat_id, twclid. UTMs do not replace them. Capture on the landing URL and send them again on the conversion. The _fbc cookie is the click, not the raw fbclid Identityengineersmarketers The _fbc cookie is Meta's click cookie, built from fbclid as fb.1.timestamp.fbclid. _fbp is the browser id cookie. Send both on conversion API events as user_data.fbc and user_data.fbp. Do not paste the raw fbclid into fbc. Do not mint a fake _fbp. client_id is analytics. external_id is yours. IdentityengineersPMs GA4 client_id is the analytics browser id. Meta external_id is your customer key, hashed. Firebase app_instance_id is the app stream id. They are not aliases. Do not paste one into the other field. distinct_id is who PostHog and Mixpanel join on IdentityengineersPMs PostHog requires distinct_id on every capture, including each batch row. Mixpanel joins on properties.distinct_id. Segment uses userId or anonymousId, which destinations often map to distinct_id. Send the client IP, not the VPC NAT Identityengineers CAPI matching wants the browser IP and User-Agent, not the NAT on your VPC and not your HTTP client's UA string. Hashing those fields, or sending the load balancer address, poisons match quality. The platform's graph is not your CDP IdentityPMsengineersmarketers Meta, Google, and the CDPs each keep a graph you do not own. You send hashed PII, click ids, and cookies. You do not download their device graph. Matching is a payload problem, not a warehouse join you can copy. Safari will expire that cookie IdentityengineersPMs Safari Intelligent Tracking Prevention blocks third-party cookies and caps first-party cookies that look like trackers. _fbp and _ga will expire sooner than your tag's max-age. Design for click ids and server events. CNAME cloaking is classified. Checkout on another host drops the click id IdentityengineersmarketersPMs Checkout on another host drops first-party cookies and often the click id. Shop.example.com does not see _fbp from www.example.com unless Domain=.example.com. Forward gclid, fbclid, and the cookies you need, or fire CAPI from the order. GA4 linker uses _gl.

Seconds, milliseconds, microseconds, ISO. Pick one. Timeengineers Meta CAPI event_time is Unix seconds (10 digits). Date.now() is milliseconds (13). GA4 timestamp_micros is microseconds (16). Amplitude and LinkedIn want milliseconds. PostHog, Segment, TikTok, and Braze want ISO 8601. Pinterest is seconds. Reddit CAPI v3 is milliseconds. Ingestion time is not event time TimeengineersPMs Ingestion time is when the collector got the HTTP request. Event time is when the purchase or click happened. Queues, retries, and epoch timestamps on ISO fields collapse the two. Send the time of the action, not Date.now() at drain. The window is a report setting, not a pixel TimemarketersPMsengineers The attribution window is a report and bidding setting on the ads platform, not a pixel parameter. Changing it rewrites history in the UI. It does not change what the tag sent. View-through and click-through are those settings, not two pixels. Unix time has no timezone. Your shop does. Timeengineersmarketers Unix event_time has no timezone. Your shop, your ads account, and your warehouse each have one. Converting local checkout time as if it were UTC shifts conversions by hours and can push them across the attribution window. Too late for the graph, still true in finance TimeengineersmarketersPMs Ads graphs drop conversions that arrive after a maximum age. Meta CAPI is about 7 days. LinkedIn CAPI is 90 days. GA4 MP backdates about 72 hours. Finance still needs the late sale. Send it where the vendor allows, and keep a warehouse ROAS the ads UI will not match. event_time in the future is a bug Timeengineers event_time in the future is a bug. The usual cause is Date.now() milliseconds on a seconds field. Real NTP skew of a few minutes also happens. Platforms drop or mis-file future conversions. Count digits first. View-through is an impression credit, not a click TimemarketersPMsengineers Click-through credits a click. View-through credits an impression with no click, inside a (usually shorter) window. They are report settings, not two conversion tags. Mixing them in a ROAS target double-counts attention. Last click is a story. Data-driven is a model. TimemarketersPMsengineers Last-click gives the conversion to the final paid click. Data-driven spreads credit across touches the platform observed. UTM last-click in GA4 is a third story. None of these is the pixel. They are models on top of the hits. Windows still apply.

A TC String is not the letters 1 or true ConsentengineersPMsmarketers gdpr must be 0 or 1. gdpr=1 needs a TC String in gdpr_consent. Pixellint decodes the string. gdpr_consent=1 and gdpr_consent=true are valid base64 and still not a TC String. Core reads query string and Floodlight-style path parameters. GPP header type is 3 ConsentengineersPMs A GPP string has header type 3. A TC String pasted into gpp decodes as type 2. gpp needs gpp_sid so the callee knows which section is in force. The spec does not require sid to match sections inside the string. Pixellint does not invent that check. US Privacy was deprecated on 31 January 2024 ConsentengineersPMsmarketers The IAB US Privacy string is a version digit plus three Y, N, or hyphen characters. Only version 1 was published. IAB Tech Lab deprecated it on 31 January 2024 in favor of GPP. Pixellint still checks the shape and always warns that the parameter is deprecated. Consent Mode is a gtag signal, not a CMP ConsentengineersmarketersPMs Google Consent Mode is a gtag or GTM signal for ad_storage, analytics_storage, ad_user_data, and ad_personalization. It is not a CMP and not a TC String. Default denied, then update on choice. EEA traffic without the v2 keys is a policy problem, not a pixel syntax problem Pixellint invented. A banner that does not block still fires the pixel ConsentPMsengineersmarketers A banner that does not wrap tags still fires pixels on first paint. Blocking means the tag does not queue until granted, or Consent Mode defaults to denied. UX copy is not a technical control. Network tab on a fresh profile is the audit, not a screenshot of the modal. CAPI still needs a lawful basis ConsentPMsengineers Moving the pixel to CAPI does not move you out of GDPR. You still need a lawful basis, a processor story, and a way to respect refusal. Hashing an email is not anonymization. The vendor 200 is not a legal opinion. Consent Mode does not update your shop backend. Limited Data Use is a parameter, not a vibe ConsentengineersPMs Meta Limited Data Use is dpo=LDU plus a country and usually a state. dpoco=1 is the US. Country without state lets Meta geolocate. Pixellint flags that as vendor.meta.ldu.country_without_state. On CAPI, data_processing_options_country is required when LDU is sent. ATT is a prompt. IDFA is the identifier. ConsentengineersPMs ATT is the iOS prompt. IDFA is the advertising identifier you may read after authorize. Denied ATT does not forbid first-party CAPI with hashed email you collected in-app. It does forbid IDFA. All zeros means denied. Do not hash IDFA like email unless the MMP field is documented as hashed. Child-directed traffic is not a tag setting you forget ConsentPMsengineers Child-directed apps and mixed-audience properties cannot treat ads pixels as default. Flag child-directed traffic in the vendor's restricted data processing settings. Hashing an email you should not have does not help. Pixellint does not invent a COPPA rulepack. The vendor 200 is not permission. Event logs are PII adjacent ConsentengineersPMs Pixel query strings, CAPI bodies, HARs, Segment archives, and sGTM logs are identifier stores. Keep them as short as the debug job requires. A six-month access log of hashed emails is still a dossier. Pixellint flags a raw email on a live artifact. It will not scrub the file you already uploaded. Cookies are not the only measurement future ConsentPMsengineers Third-party cookies are already gone in Safari and Firefox. Chrome moved to user choice and Privacy Sandbox APIs. Topics and Attribution Reporting are not a pixel with a different host. Keep CAPI while you learn them. Privacy Sandbox does not waive GDPR or a CMP. Pixellint does not validate Topics values. Aggregate reports are not a pixel HAR ConsentengineersPMs The Attribution Reporting API sends delayed, noisy aggregate reports (and limited event-level reports) from the browser. It is not a conversion pixel you can paste into a HAR validator. Keep enhanced conversions and gclid. Pixellint does not validate Attribution-Reporting-Register-Source headers. The CMP choice has to survive into the URL Consentengineersmarketers IAB signals have to land on the request the vendor sees: query or path. A CMP in the page that never expands the ad-server macro is a local-only choice. Empty values and unexpanded macros are template exemptions. Meta LDU and Google Consent Mode are separate vendor dialects. Withdrawing consent has to hit the same URL that accepted it ConsentengineersPMsmarketers Granting consent is a request the vendor can see. Revoking it often is not. A banner that shows a new choice while Floodlight, Meta, and CAPI keep the old string is a withdraw that never left the page. Lint the hop after refuse, not only after accept. Two gdpr_consent parameters is not belt and suspenders Consentengineers gdpr, gdpr_consent, us_privacy, gpp, and gpp_sid must appear at most once on a pixel URL. Two gdpr_consent values are not a backup. They force the callee to guess which copy is authoritative. Query plus Floodlight path both count. Pixellint reports core.privacy.duplicate_signal.

The MMP endpoint is a contract, not fire-and-forget MobileengineersPMs Adjust, AppsFlyer, and Branch S2S endpoints are contracts: required tokens, device ids, clocks, and unhashed IP. A 200 from the MMP does not mean the event was recorded. Validate the body before you retry. Pixellint packs encode the documented fields, not SKAN postbacks. SKAN is a conversion value, not a click id MobilePMsengineersmarketers SKAdNetwork attributes iOS campaigns with a conversion value and a delayed Apple postback. It is not a click id, not an MMP device id, and not a replacement for S2S in-app events. Map values on purpose or the postback is a coin flip. Pixellint does not validate SKAN postbacks. Install is not session is not in-app purchase MobilePMsmarketersengineers Install, first open, session, and in-app purchase are different MMP events. Firing purchase on first open inflates ROAS. Firing install on every session inflates CPI. Name the event the vendor catalog uses, then S2S it once. Adjust tokens are opaque. AppsFlyer eventName is a string. Branch distinguishes standard and custom endpoints. The install happened after the click Mobileengineersmarketers A deferred deep link sends the user to the store, then into the app on first open with the click context. If the MMP cannot stitch the click to the install, they land on home and you lost the campaign creative's promise. Deferred is an MMP feature, not an OS feature. The click was on the web. The conversion was in the app. MobilePMsengineersmarketers A paid click on the web that converts in the app needs a bridge: MMP, Meta app events, or SKAN. The web pixel alone stops at the store page. Store the web click id before the user leaves for the store. action_source=app on CAPI. Do not fire website Purchase when the charge happened in IAP. IDFA and GAID are advertising ids. IDFV is not. MobileengineersPMs IDFA vs GAID: IDFA is iOS advertising, gated by ATT. GAID is Android advertising (gps_adid, aaid, advertising_id). IDFV is per-vendor on iOS, not an ads cookie. Sending the wrong one in the wrong MMP field looks populated and matches nobody. Zeros means denied. Store receipts are the source of truth MobileengineersPMs Store receipts are the source of truth for IAP. SDK-observed purchases can fire twice, fire on restore, or fire before charge. Validate with Apple or Google, then S2S to the MMP with the real value and ISO currency. Restores are not purchases. A 200 from the MMP does not prove the revenue dashboard moved. Device graphs got worse. Probabilistic got noisier. MobilePMsengineers Probabilistic matching (IP, user-agent, time) filled gaps when IDFA was everywhere. After ATT it is noisier. SKAN, consented IDFA, and deterministic MMP clicks are the planned replacements, not a better fingerprint. Do not hash IP. Pixellint flags hashed IP on Adjust and AppsFlyer. It will not tell you the unhashed IP was CGNAT.

timestamp_micros is 16 digits AnalyticsengineersPMs GA4 MP needs api_secret and exactly one of measurement_id (G- form) or firebase_app_id. timestamp_micros is 16 digits. Purchase needs currency, value, transaction_id, and items. HTTP 204 is not a schema review. PostHog returns 200 and drops the event AnalyticsengineersPMs PostHog documents that a capture missing event or distinct_id still returns 200 and is not ingested. Send ISO 8601 for event time. Do not treat status code as a contract test. track without an event name still 200s AnalyticsengineersPMs Segment's HTTP Tracking API track call needs an event name. The HTTP 200 does not check it. anonymousId or userId still have to exist if you want a person, not a floating event. Amplitude wants milliseconds, not seconds Analyticsengineers Amplitude HTTP V2 wants event time in milliseconds. Seconds (10 digits) look like 1970-something. ISO strings belong to other vendors. Date.now() is already milliseconds, for once. Mixpanel join key is distinct_id AnalyticsengineersPMs Mixpanel joins on distinct_id. Engage/identify must reuse it. Time is epoch seconds in some Mixpanel APIs and not others; read the endpoint you POST to, not a blog from 2016. Adobe Analytics sendBeacon still needs a report suite Analyticsengineersmarketers Adobe Analytics sendBeacon (and the image beacon fallback) still needs the report suite on /b/ss/. s.t() and s.tl() are different. SPA apps that never call s.t() on route change go dark after the first page. This is not a GA4 event. A CDP is a pipe. A pixel is a bid. AnalyticsPMsengineersmarketers A CDP (Segment and friends) routes events. An ads pixel or CAPI is a bid and attribution pipe. Product analytics is product. One track() call is not automatically all three jobs done well. Sampling hides the broken 1% AnalyticsengineersPMsmarketers GA4 UI sampling and Mixpanel bookkeeping hide rare broken payloads. QA on 20 events will never see the 1% of Purchases missing currency. Sample raw exports or contract-test fixtures. DebugView is not production Analyticsengineersmarketers DebugView, Meta Test Events, and GTM preview are QA surfaces. They are not production. Leaving debug_mode on or test_event_code on trains the wrong graph, or no graph. Product analytics and ads conversion are different jobs AnalyticsPMsengineersmarketers Product analytics wants funnels and retention. Ads pixels want matchable conversions for bidding. Sharing one Purchase event is fine. Sharing one schema without a map is how both teams think the other is wrong.

Ship the dictionary before you ship the tag LaunchPMsmarketersengineers Ship the event dictionary, owners, environments, PII rules, and the success metric before anyone pastes a snippet. A tag without a dictionary is how Purchse reaches production. Hash the fields the vendor named, nothing else Launchengineers Hash the fields the vendor named, with their normalization. Leave IP and user-agent in the clear. Keep raw email out of query strings and out of shared HARs. CI should catch the inverse bugs. Staging must not train production LaunchengineersmarketersPMs Staging must not train production. Use test_event_code, debug_mode, or a separate pixel / measurement id. Pointing staging at the production pixel because 'it is easier' is a data incident. Fixtures in CI, not a weekly HAR LaunchengineersPMs Keep fixture URLs and JSON next to the code. pixellint validate url and pixellint validate json on every PR. Weekly HAR archaeology does not catch the merge that shipped Date.now() to Meta. Filter by the collector host Launchengineersmarketers Filter by collector host: facebook.com/tr, google-analytics.com/g/collect, ads.tiktok.com. Preserve log across redirects. Status 200 is the start of the story, not the end. A HAR is a fired artifact plus PII LaunchengineersPMs A HAR is a fired artifact plus cookies plus whatever PII the page put in query strings. Share it like a password dump. Prefer staging HARs and redaction. The GTM loader is not the conversion hit Launchmarketersengineers The GTM loader is googletagmanager.com/gtm.js?id=GTM-XXXX. That request is not the conversion hit. Preview attaches a debug cookie to a draft. Users without it get the published container. Shipping on preview alone is how unpublished tags look fine. GTM said fired. Network is empty. LaunchmarketersengineersPMs Facebook pixel not firing, TikTok pixel not tracking, GTM says the tag fired and Network is empty. Check the collector URL, ad blockers, consent, SPA routes, duplicate installs, and GTM environments. Then paste the URL into a pixel validator. Pixel Helper is not the fired URL Launchmarketersengineers Facebook Pixel Helper is a vendor overlay. Chrome Network is the fired facebook.com/tr URL. Events Manager is delayed. A tracking pixel validator lints that URL against Meta's documented parameters before you wait on the UI.

OpenAI CAPI is not Meta with a new host CAPIengineersPMs bzr.openai.com/v1/events wants events[].id, type, and timestamp_ms as 13-digit milliseconds. Meta wants event_name, event_time as 10-digit seconds, and event_id. Copying a Graph API body to OpenAI is how the event never attributes. fbq plus CAPI, same event_id VendorengineersmarketersPMs fbq in the browser plus CAPI on the server, same event_name and event_id. event_time in seconds. Hash em and ph. Send IP and UA in the clear. _fbp and _fbc when you have them. ttq plus Events API, ISO time on the server Vendorengineersmarketers ttq in the browser plus Events API on the server. Server timestamps are ISO 8601, not Unix seconds. Hash email and phone. Do not hash IP or user-agent. Dedup with event_id. Insight Tag plus CAPI in milliseconds VendorengineersmarketersPMs The Insight Tag is often an image pixel. CAPI is JSON with timestamps in milliseconds. Lead gen on LinkedIn plus a CRM upload is a third path. Do not mix the clocks. Pinterest standard events are lowercase names Vendorengineersmarketers Pinterest standard events are lowercase names: pagevisit, checkout, addtocart. The tag in the browser plus Conversions API on the server share event_id. Hash the PII fields Pinterest names. Catalog content ids should match the feed if you run catalog ads. Reddit CAPI wants milliseconds, not Meta seconds Vendorengineersmarketers Reddit CAPI v3 posts conversion events to ads-api.reddit.com with event_at in milliseconds and action_source in uppercase (WEBSITE, not website). The Reddit Pixel is a separate image on alb.reddit.com. Do not copy a Meta CAPI body onto Reddit CAPI. DART Floodlight tags still need src, type, cat Vendorengineersmarketers DART Floodlight tags are Campaign Manager activity tags on doubleclick.net. Parameters ride as src, type, cat, plus a unique ord. DART was DoubleClick's ad server; the tags did not change. Consent macros must expand to a TC String, not to 1. Conversion linker, gclid, then the conversion tag VendorengineersmarketersPMs Conversion linker writes first-party cookies. The conversion tag fires on thank-you with send_to. Enhanced conversions add hashed email or phone. gclid still matters. Consent Mode still matters.