Bid increase — project-beta

Higher bids were expected to buy more impression share, improve CTR and increase conversions while lowering CAC.

A/B testSplit: 50/501 performance snapshot
A/Btest design
Split50/50
KPIImpr. share / CTR / CAC-CPO / transactions
PeriodApr 10–21, 2026

Experiment context

Hypothesis. Higher bids were expected to buy more impression share, improve CTR and increase conversions while lowering CAC.

How the test ran. The readout combines Google Ads and GA4 purchase metrics after excluding the learning period.

Traffic split. 50/50.

Performance results 1 snapshot · Click to expand

N/A means the metric cannot be calculated because the baseline is zero or the metric does not apply; — means no source value was provided.

US — project-beta — service3 — control vs higher bids
CampaignImpr.ClicksCostCTRAvg. CPCSearch impr. shareImpr. (Abs. Top) %Impr. (Top) %Search lost IS (rank)ConversionsCost / conv.Conv. valueSearch top ISConv. rateSearch lost IS (budget)Session campaignTransactions (all users)Total revenue (all users)CPOAOVTransactions (first purchasers)Total revenue (first purchasers)CACFP AOV
google_search_us_project-beta_service3_c11,489220500.65$14.78%2.28$47.12%28.45%93.37%52.88%29.1617.17$1,122.56$44.08%13.26%0.00%google_search_us_project-beta_service3_c121848.30$23.84$40.40$8327.93$62.58$40.99$
google_search_us_project-beta_service3_c1 test bids1,278221595.89$17.29%2.70$57.58%22.15%95.18%42.42%48.5812.27$1,670.11$54.82%21.98%0.00%google_search_us_project-beta_service3_c1 test bids21843.57$28.38$40.17$14363.20$42.56$25.94$
change, %-14.17%0.45%19.02%16.98%18.42%22.20%-22.14%1.94%-19.78%66.60%-28.54%48.78%24.36%65.76%N/A0.00%-0.56%19.02%-0.56%75.00%10.76%-31.99%-36.71%

Conclusions

The test campaign gained impression share, CTR and conversion rate, while first-purchase CAC improved despite higher CPC. The result supports higher bids for this campaign group, with continued monitoring to confirm that the efficiency gain persists beyond the test window.