The AdZoic Blog

Plain-English guides to programmatic advertising — how the auctions work, how machine learning buys smarter, and how to read the numbers that matter. No jargon left unexplained.

New to programmatic? Start with the guided path →

Diagram: one buying hub connected to TV, video, web, app, audio and billboard screensBasics
Featured

What is a DSP? A plain-English guide to demand-side platforms

If you've ever wondered how the ad on a website got there, start here. We explain what a DSP does, how it fits into the ad-buying world, and why it matters for your budget.

Read the guide Jun 2026 · 6 min read
Animated: billed impressions walk down five gates — served, rendered, measurable, viewable, valid — with a red slice peeling off at each gate for its reason, and the valid remainder turning tealMeasurement

Served, rendered, viewable, valid: the standard behind every impression we report

You buy ten thousand ads and the report says fewer. The five questions an impression must answer, the published standard for each, and why we keep two records of every ad.

Sep 2026 · 9 min read
Animated: storage traffic stops paying a NAT gateway's per-gigabyte toll and takes a free gateway endpoint road straight to S3, while ordinary internet traffic carries on through the NAT gatewayEngineering

The free road to S3: how, why and when we moved storage traffic off our NAT gateway

Same-region traffic to S3 is free — unless it passes through a NAT gateway. What we moved, why, when it's worth doing, and the checks to run first.

Sep 2026 · 8 min read
Animated: one copy of an event stream reserves far more of a machine than it uses; measured and resized, three copies fit on three machines with none boughtEngineering

Measure first, buy last: how we keep our infrastructure lean

The whole platform is code, one definition serves every environment, and most of our best fixes were a measurement rather than a purchase.

Sep 2026 · 12 min read
Animated: a campaign leaves one dashboard window into a boundary marked Google where three surfaces light up, and results travel back every hourProduct

YouTube without the tab switch

Google campaigns — YouTube feeds, Search and skippable in-stream — planned, launched and reported on from the dashboard you already use.

Sep 2026 · 7 min read
Animated: synthetic load streams at a rate limit, most bounces back, and only a thin stream reaches an idle bidderEngineering

How we load test the bidder — and what our own test was hiding

A load test gates every merge. Reading the report properly showed it was measuring our rate limiter, not our bidder — plus what the platform actually handles.

Sep 2026 · 7 min read
Animated: retries arriving as one wave overload a dependency, while jittered retries spread out and it keeps upEngineering

The jitter that never jittered: how a passing test hid a real bug

Our retry delay was supposed to be random. It returned the same number 100,000 times — and the test we wrote for it passed.

Sep 2026 · 8 min read
Animated: a person's question travels to an AI agent, which compares three made-up options — one marked sponsored — and locks the best answer in tealAI

When the buyer is a bot: what AI agents mean for advertisers in Asia

Ads are inside AI assistants now, and agents have started completing purchases. What it means for brands — and why Asia may feel it first.

Aug 2026 · 8 min read
Animated: ad requests stream through ingress, Go bidder and cache-plus-models layers into a bid decision inside the auction deadlineEngineering

Inside adZoic: the architecture behind millions of ad decisions a day

Our stack, system design, security posture and scaling approach — shared openly, with a diagram and honest numbers.

Aug 2026 · 8 min read
Animated: words from an article flow into an AI reader that lights up topic tags and a matching ad clicks into placeTargeting

AI contextual targeting: how machines read a page

The methods (NLP, embeddings, sentiment, multimodal), what the public research says, and the philosophy behind our approach — no cookies needed.

Aug 2026 · 9 min read
The AdZoic mark connected to a video player, a Discover feed card and a Gmail envelopeChannels

Demand Gen: reaching people on YouTube, Discover & Gmail

Google's image-and-video channel for the top of the funnel — and how AdZoic runs it alongside real-time bidding.

Jul 2026 · 6 min read
Auction timeline with racing bid bars and a winning teal bidBasics

RTB explained: how an ad auction finishes in ~100 ms

Real-time bidding, step by step — from a page opening to the winning ad appearing, faster than you can blink.

Jun 2026 · 5 min read
Venn diagram: page content on one side, a person on the otherTargeting

Contextual vs. audience targeting — and when to use each

Two ways to reach the right people, no third-party cookies required. Here's how they differ and how to combine them.

Jun 2026 · 5 min read
Prediction curve with sampled points and a marked best-bid peakAI

How machine learning decides what an impression is worth

A look under the hood at predictive bidding: how models forecast value and auto-optimise your spend in real time.

Jun 2026 · 6 min read
Bar chart with a trend line and CPM, CTR, CVR and ROAS chipsMeasurement

eCPM, CTR, impressions: the metrics that actually matter

Decode the dashboard. What each number means, what "good" looks like, and which ones to watch.

Jun 2026 · 5 min read
Shield with a checkmark, blocked ad tiles crossed out around itBrand safety

Brand safety 101: keeping your ads out of bad neighbourhoods

How pre-bid filtering blocks ad fraud and unsafe content before a cent of your budget is spent.

Jun 2026 · 5 min read
Database cylinder with a consent checkmark orbiting itData

Why first-party data is your most valuable ad asset

As third-party cookies fade, the data you own becomes your edge. Here's how to put it to work.

Jun 2026 · 5 min read

Learn by doing.

The fastest way to understand programmatic is to watch it run on your own goals.