New format
Traffic forecast for Google Ads search campaigns
Before launching search in Google Ads it helps to know: is there enough demand for the goal, what order of clicks, and which budget covers the niche. Keyword Planner and a spreadsheet with assumptions give a range — not a guarantee.
Below: gather, clean, frequency, CTR, CPC, budget. An organic forecast is in a separate piece; the Ads UI changes, the calculation logic stays.
Gathering and cleaning semantics
Build a full pool of relevant masks: different starter bases, language, and geo. In Keyword Planner expand with variants one input at a time and export a plan with stats (frequency, competition, CPC cue).
Manually remove the most frequent off-target terms (“free”, rival brands, wrong region/product). Full cleaning of every long-tail at forecast stage isn’t required — cutting fat junk matters more.
Frequency and grouping
Total frequency is demand capacity in the model — not “guaranteed clicks”. Count impressions/frequency by groups: commercial, info, adjacent — they have different CTR and CR.
Example: “office rental” next to coworking can be pricier and weaker on conversion than direct service queries — in one pile the budget lies.
CTR, CPC, and budget
CTR: better from your own / industry fact without rival brands than a “country average”. CPC: from Keyword Planner (cues by impression-share zones) or live stats; aiming “always #1” inflates cost a lot.
Demand-coverage budget ≈ impressions × CTR × CPC. Cost grows nonlinearly at scale. Account for seasonality, share of new queries, and attribution when estimating revenue.
Assumptions at the start:
- not a goal of “always absolute #1 only”
- the campaign will be set up well
- bid adjustments refine after launch
- a budget range beats one figure
FAQ
How is this different from an SEO traffic forecast?
Here the model builds around auction, bids, and ad impressions. In SEO — organic positions and SERP CTR. The numbers aren’t interchangeable.
How accurate is Keyword Planner?
A cue with error. Better on high-volume; weaker on long-tail and new niches. Check against account fact when you have it.
Why not paste all starter keywords comma-separated?
The tool often narrows variant output. Gathering one base phrase at a time is usually fuller — an old observation; verify on your topic.
Which CTR should I assume?
Not a universal “15% for everyone”. Take fact from similar campaigns/niche or calculate by groups (brand / commercial / info).
Is there a simple budget formula?
Simplified: impressions × CTR × CPC. Then CR and average order value for revenue/CPA. Group queries with different economics.
Do I need goals before the media plan?
Yes. Without KPIs the plan becomes “how many clicks we’ll buy”, not “will we hit CPA/ROMI”.
One Keyword Planner number — and the budget still misses CPA?
We’ll clean semantics, group by economics, and set CTR/CPC as a range — assumptions before the auction.
Discuss the task
