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SERP & SEO field notes

Practical experiments and engineering notes from the team that builds the products — the SERP API, rank tracking, CTR testing, and real website traffic. We publish what we test, with the numbers and methods attached.

  • Written by in-house SEO & engineering
  • Data-backed, no guaranteed-ranking claims
  • New posts launching soon

What we'll cover

Six topics we know from the inside.

Each topic maps to work we do every day — building the SERP API, tracking ranks, and running traffic and CTR tests. Posts will land under these hubs.

SERP API & data engineering

0 posts

How we parse Google results into stable JSON, handle SERP features, pagination, and latency — and what we learned shipping it. Pairs with the SERP API.

Coming soon

Rank tracking & SERP monitoring

0 posts

Tracking positions over time, reading volatility, and monitoring SERP features without fooling yourself with noisy daily swings.

Coming soon

CTR & SEO testing

0 posts

Designing honest click-through-rate experiments, dwell time, and the open question of whether CTR moves rankings. Built around SEO traffic.

Coming soon

Website traffic & growth experiments

0 posts

Load-testing landing pages, reading GA4 honestly, and using real visitor traffic without wrecking your analytics.

Coming soon

Case studies & benchmarks

0 posts

Side-by-side tests of tools and tactics, with the methodology written down so you can repeat them. Numbers we measured, not numbers we hoped for.

Coming soon

Search industry analysis

0 posts

AI Overviews, zero-click results, and how the SERP keeps changing shape — read through the lens of teams who track it daily.

Coming soon

Who writes & how

Field notes from the people who build the tools.

The Serplify blog is written by our in-house SEO practitioners and the engineers who build the SERP API and traffic systems — not an outsourced content desk.

We frame traffic and clicks as real human signal for testing and growth — never a promise to manipulate Google. If something didn't work in our own tests, we'll say so.

Cadence: a couple of in-depth posts a month once we launch, plus benchmark updates as the data changes.

Got a SERP or CTR question you want us to test? Tell the Serplify team and it may become the next post.

  • Data-backed, not vibes

    Every claim ties back to a number we measured or a source we cite. If we ran a test, we show the method and the sample size — not just the headline.

  • We test what we publish

    These are field notes from people running the SERP API and traffic systems in production. We write up what we actually shipped and what broke.

  • Honest about limits

    We say when a result is inconclusive, when a sample is small, and when something didn't work. No guaranteed rankings, no claims to game Google.

  • Updated, not abandoned

    Search changes. When a post's data goes stale or we're proven wrong, we revise it and date the change rather than leaving it to rot.

On the editorial calendar

The first posts we're writing now.

A look at what's coming. These are the questions our customers and our own team keep asking — so we're answering them with real data first.

  1. How we parse 26 SERP feature types into stable JSON

    The schema decisions behind featured snippets, People Also Ask, local packs, and AI Overviews — and why we version the output.

    SERP API Drafting
  2. Does CTR really move rankings? Our test design

    A test we can actually defend: control keywords, treatment groups, and what we'll accept as a real signal versus noise.

    CTR testing Drafting
  3. Buying website traffic without wrecking your GA4

    Referral tagging, session settings, and the filters that keep test traffic from polluting the reports your team trusts.

    Website traffic Drafting
  4. A fair benchmark: our SERP API latency vs DataForSEO

    Same queries, same locations, p50 and p95 side by side — with the test harness published so you can rerun it.

    Benchmark Drafting
  5. Reading SERP volatility without panicking

    Why daily rank swings lie, how we smooth the signal, and the threshold where a move is worth acting on.

    Rank tracking Drafting
  6. Real browsers vs headless: why it matters for clicks

    What separates a genuine browser session from an emulated one, and why that difference shows up in dwell and CTR data.

    SEO traffic Drafting
  7. Rank tracking at scale: pagination, locations, and cost

    Tracking thousands of keywords across regions without your API bill quietly tripling. The trade-offs we make.

    SERP API Drafting
  8. AI Overviews are eating the SERP. Here's what we see in the data

    How often AI Overviews appear across query types in our sample, and what it does to organic click share.

    Industry analysis Drafting

Get notified

Be first to read the field notes.

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While you wait

No posts yet — but the platform is live.

Try the SERP API, run a traffic test, or talk to us about what you're building. The blog will catch up soon.

Prefer a person? Reach the team on the contact page.