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Smoobu → PostHog · Conversion tracking

Connecting Smoobu to PostHog

Smoobu is a channel manager for individual vacation-rental owners, which means most bookings come from Airbnb and Booking.com and the direct booking website is an aspiration rather than the main channel. PostHog can be self-hosted, which changes the calculus entirely: the data stays on infrastructure you control, and so does the responsibility for everything that goes wrong with it. The join between them succeeds or fails on one thing: whether the distinct_id reaches the Smoobu booking before the conversion happens, because PostHog can only match a conversion it can tie back to a click it recognizes.

✓ 30-minute call · No commitment · You leave with a written remediation plan even if we’re not the right fit.

Built in 2–4 daysOne-time fee95% accuracy guaranteed400-day cookie lifetime1st-party server-side

Written guarantee

95%+ conversion accuracy on Smoobu → PostHog

Measured against your own order records at handover. Miss it and we keep working at no cost until it’s met.

Built on — and certified for — the platforms that matter

Stape

Pro Partner

Meta

Tech Provider

Google

Tag Manager

TikTok

Events API

Microsoft

UET Partner

LinkedIn

CAPI Partner

Pinterest

CAPI Partner

Built on the same partner stack used by enterprise DTC brands.

Ariful Islam — Founder, Tracking Consulting

Meet your consultant

Ariful Islam

Founder · 8+ years in paid media & tracking

Verified earnings

$200K+

earned on Upwork

Top Rated Plus
4.9/5 on Upwork · 300+

Verify the receipts

You work directly with Arif — no SDR, no account manager.

By the numbers

No fake testimonials.Just the math.

70+

Platforms supported

Shopify · Woo · Magento · BigCommerce · 65 more

8+ / 10

Meta EMQ guaranteed

in writing — keep working free until hit

2–4d

Build to live

accurate data flowing within 7 days

$0

Monthly fees, ever

one-time fixed price · you own the stack

400d

Cookie lifetime

max RFC 6265bis allows · 57× Safari ITP

9

Ad channels covered

Meta · Google · TikTok · MS · LI · Pin · Snap · Reddit · X

95%+

Tracking accuracy

verified vs Stripe · GA4 · ad-platform reports

30 min

Free founder call

no SDR · no pitch deck · written remediation plan

Every figure above is either a commitment we put in writing or a countable fact. What your own setup is losing is not on this list, because we haven’t measured it yet — that happens on the call, against your own order records.

Real clients · real videos · real outcomes

Don’t take our word for it. Watch the receipts.

Founders, marketers, and agency owners describing the before-and-after of their Smoobu → PostHog tracking rebuild — in their own words, on camera.

The problem

Why this join usually fails

Smoobu → PostHog-specific issues
Leak #01

The distinct_id never reaches Smoobu

The single most common cause. Channel bookings arrive by API with no session; the direct booking site is Smoobu-hosted.

Leak #02

A direct channel too small to measure

An owner with three direct bookings a year cannot learn anything statistical from them. The useful work is making the direct site convertible at all, not measuring it.

Leak #03

Self-hosting the analytics and the outage together

The advantage of owning the pipeline is that nothing blocks it. The cost is that when the ingestion instance fills its disk on a Saturday, the events are gone and nobody is paged. Hosted tools fail differently and more visibly.

Leak #04

Nothing reconciles afterwards

An upload that succeeds is not an upload that matched. PostHog shows events in the activity view within moments. On a self-hosted instance, check the ingestion lag as well — events that are queued are not events that are lost, and the two need different responses.

Architecture

How Smoobu and PostHog actually connect

Two systems that know nothing about each other. Everything below exists to give them one shared reference.

  1. Step 1

    Smoobu holds the truth

    For most owners the direct share is small. Establishing it honestly decides whether any advertising is worth doing at all.

  2. Step 2

    PostHog needs a click to match

    PostHog needs a distinct_id, an event name and its properties. Self-hosted instances additionally need the ingestion endpoint reachable and the project API key correct, which is a class of failure hosted tools do not have.

  3. Step 3

    The identifier is the bridge

    The distinct_id, captured at the visit and carried into the Smoobu booking. Without it there is nothing to join on and no tool fixes that.

  4. Step 4

    The event source decides reliability

    Send direct bookings at total stay value net of payment fees.

  5. Step 5

    Deduplication at the destination

    PostHog deduplicates on the event UUID where supplied. Without one, a retried batch duplicates, and on a self-hosted instance there is no vendor support desk to notice it for you.

Diagnose it honestly

Working vs. broken, side by side

Both states look identical from the PostHog dashboard, which is why this runs for months before anyone notices.

Normal — not a fault

  • The distinct_id present on the booking

    Visible on the record itself in Smoobu, not merely captured somewhere on the site.

  • Sent from the Smoobu booking record

    Server-side, so it does not depend on the customer's browser still being there.

  • Deduplicated correctly

    PostHog deduplicates on the event UUID where supplied. Without one, a retried batch duplicates, and on a self-hosted instance there is no vendor support desk to notice it for you.

  • Reconciles with the source

    PostHog's count and Smoobu's records agree within a few percent over a closed window.

Actually broken

  • The distinct_id missing on most records

    Channel bookings arrive by API with no session; the direct booking site is Smoobu-hosted.

  • Sent from the browser

    Anyone who closes the tab, blocks the script or converts without a page load is invisible. An owner with three direct bookings a year cannot learn anything statistical from them. The useful work is making the direct site convertible at all, not measuring it.

  • Counted twice, or not at all

    The advantage of owning the pipeline is that nothing blocks it. The cost is that when the ingestion instance fills its disk on a Saturday, the events are gone and nobody is paged. Hosted tools fail differently and more visibly.

  • Nobody has reconciled it

    The dashboard shows a number and no one has compared it to Smoobu. A wrong number that nobody checks is indistinguishable from a right one.

Diagnostic sequence

Diagnostic order

Each step rules out a class of cause. Run them in order and the last one usually has a single explanation standing.

  1. 1

    Count bookings carrying the distinct_id

    The ceiling on everything else. Do this before debugging anything downstream.

  2. 2

    Follow one real conversion end to end

    From the ad click through Smoobu and into PostHog.

  3. 3

    Count direct bookings over a full year

    If it is single digits, the honest recommendation is website and listing work rather than tracking.

  4. 4

    Check ingestion health and disk before debugging any missing event

    On self-hosted instances the answer is infrastructure far more often than it is instrumentation.

  5. 5

    Read the match rate, not the success message

    PostHog shows events in the activity view within moments. On a self-hosted instance, check the ingestion lag as well — events that are queued are not events that are lost, and the two need different responses.

Source-of-truth validation

How it gets proven

Against Smoobu's own records, not against either platform's dashboard.

Source of truthSmoobu bookings by arrival, split between the direct website and synced channels.
  • The distinct_id confirmed present on a live booking.
  • A real conversion followed from click through Smoobu to PostHog.
  • Purchase events reconciled per transaction against your billing system, with ingestion lag checked over the same window.
  • Direct bookings reconciled at net value over a full year.
  • Reconciled over a fully closed window, matched per record rather than on totals.
  • Re-checked 30 days later.

Straight talk

When you don't need this

Worth reading before paying anyone, including us.

  • If PostHog already reports conversions that reconcile against Smoobu's records within a few percent, this join is working and there is nothing to buy.
  • Measure identifier coverage yourself first — pull your last hundred bookings and count how many carry the distinct_id. Ten minutes, free, and it tells you whether any of this is worth doing.
  • Most individual owners should improve their listings and skip paid acquisition entirely.
  • If you have no reason to keep the data on your own infrastructure and no team to run it, the hosted product removes the only real downside of this one.

Who this is for

Honest about who we’re a fit for.

We don’t take every project. Here’s how to tell if we’re right for you.

Good fit

You’re a great fit if…

  • You run Smoobu → PostHog (or are migrating to it)
  • You spend $5K+/month on paid ads (Meta, Google, TikTok, Microsoft, LinkedIn)
  • Your reported ROAS doesn’t match what your bank account is saying
  • You want to own your tracking stack — no monthly SaaS fees forever
  • You have 2–4 days to do this once and never think about it again
Not a fit

Skip us if…

  • You spend less than $500/month on paid ads (browser pixel is fine)
  • You want a SaaS dashboard with monthly fees forever (Triple Whale, Hyros)
  • You need attribution modeling — we fix the data foundation, not multi-touch reports
  • You want a 6-month enterprise consulting engagement (we ship in 4 days)
  • You expect us to manage your ad accounts (we don’t — that’s a different service)

If you’re still unsure,book the call anyway— we’ll tell you straight whether we can help.

The outcome

What working looks like

The distinct_id on every booking

Server-side

Captured before the conversion and stored where it survives.

Conversions arriving in PostHog

8+ EMQ

The event lands on the person profile and becomes available in insights, funnels and session replay.

Reconciled against the source

Deduped

Smoobu's own records are the reference, not either dashboard.

What you get

What gets built

Item 01

Identifier capture into Smoobu

Attribute the direct site only and report channel volume as unattributable.

Item 02

Event source: the Smoobu booking record

Send direct bookings at total stay value net of payment fees.

Item 03

Dispatch to PostHog

The PostHog capture API, posted server-side from your backend to your own instance or to PostHog Cloud.

Item 04

Reversals where they exist

Cancellations reverse.

Pricing

Pick the package that fits your ad spend

Fixed-fee, no surprises. If your ad spend is meaningful,server-side tracking is what we recommend— it’s the only setup that survives iOS, Safari ITP and ad blockers.

Tier 01

Browser-side starter

$400One-time fee · lifetime ownership

Wires the join and verifies it on a live conversion. Honest about its ceiling where the source can only be read from the browser.

  • The join built and tested end to end
  • Verified on a real conversion
  • Reconciled against the source's own records
  • Written handover
Get it wired
Tier 02
Recommended

1st-party server-side

$800One-time fee · most popular

Save $18K–$120K over 5 years vs Triple Whale / Hyros

The join built server-side from the source's own records, so it does not depend on a browser being present when the conversion happens.

  • Events sourced from the system of record, not the browser
  • Identifier captured and persisted end to end
  • Deduplicated at the destination
  • Reversals wired where the source supports them
  • 95%+ accuracy guaranteed in writing
Build it properly
Tier 03

Full 1st-party stack

$1,800One-time fee · lifetime ownership

Every destination fed from one place, plus monitoring so a broken join surfaces in days rather than at quarter end.

  • Everything in 1st-party server-side
  • All paid destinations from one container
  • CRM and offline loop
  • Refunds and cancellations reversed everywhere
  • Monitoring per destination
Get the full stack

Not sure which tier fits?Book a 30-min scoping call— we’ll tell you straight, no upsell pressure.

How it works

Built in 2–4 days. Accurate data within 7.

We deliver the entire 1st-party server-side stack in 2–4 business days. You start collecting accurate, deduped conversion data the moment it goes live — and within 7 days every signal is flowing cleanly to Meta, Google, TikTok and the rest.

1Day 1

Kickoff + audit

30-min call. We map your current pixels, GTM, dataLayer, consent setup, and ad-platform integrations. You get a written report of every leak.

2Day 2–3

Build the stack

Server-side GTM container deployed on your subdomain. Meta CAPI · Google EC · TikTok Events API · Microsoft UET wired. Identity match + dedup configured.

3Day 4

QA + go-live

Live-fire test purchases across every funnel step. Meta EMQ verified at 8+. Tag Assistant + Pixel Helper passes. Side-by-side report delivered.

4Day 5–7

Verify accuracy

Your data flows clean. Within 7 days every signal — Meta, Google, TikTok, Microsoft — is fully accurate. Notion runbook + Loom walkthrough handoff.

Got questions?

The honestanswers.

No buzzwords, no upsell. If we don’t know, we say so.

01Why aren't my Smoobu conversions showing in PostHog?

Almost always because the distinct_id never reached the Smoobu booking. Channel bookings arrive by API with no session; the direct booking site is Smoobu-hosted. Measure coverage before debugging the dispatch.

02What identifier does PostHog need?

PostHog identifies by distinct_id with an alias call to merge anonymous and identified users. On a self-hosted instance you also control the ingestion endpoint, which means the identifier survives ad blockers that would kill a third-party pixel — one of the few genuine technical advantages available to a first-party setup.

03Where should the event come from?

The Smoobu booking record. Send direct bookings at total stay value net of payment fees.

04How do I know it worked?

PostHog shows events in the activity view within moments. On a self-hosted instance, check the ingestion lag as well — events that are queued are not events that are lost, and the two need different responses.

Still have questions?Book a 30-min call— bring them all.

The call

What happens on your free 30-min call

No pitch deck, no SDR, no upsell pressure. Founder-led. Bring your ad-platform screens and yourSmoobu → PostHog setup — we’ll work through it together.

Min 1–5

We get the lay of your store

What you sell, what you spend on ads, who handles dev. Quick context-gathering — no questionnaire upfront.

Min 5–15

We audit your tracking live

Screen-share. We open your Meta Events Manager, GTM, and ad reports. You see exactly which conversions are leaking.

Min 15–25

We map a fix

What needs rebuilding, what stays. The exact Smoobu → PostHog setup we'd ship and what it would recover for you.

Min 25–30

Decide. Or don’t.

If we're a fit, we send a 1-page proposal in writing. If not, you walk away with a free remediation plan you can hand to anyone.

No pitch deckFounder-led, not SDRYou leave with a written planZero commitment
Free · 30 minutes · No commitment

Get Smoobu and PostHog joined properly

Book a free 30-minute call. We measure your identifier coverage live on your own account, and you leave with a written plan — including the option that you don't need us.

Free · 30-min consultation · No commitment · Replies in under 2 hours · Available worldwide via WhatsApp

95% guarantee · from $400