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E-commerce -- Scale

Education & Training E-commerce: ROAS from 1.2x to 2.0x in 90 Days

A scale-tier Education & Training e-commerce account at a $3,000 monthly budget reduced CPA from $65.07 to $43.42 (-33%), lifted ROAS from 1.21x to 1.98x (+64%), and grew conversions from 97 to 152 (+56%) over a 90-day window.

CPA Reduction

$43.42

-33.3%

ROAS

1.98x (+63.6%)

Conversions

151.82 (+55.9%)

A scale-tier e-commerce account in the Education & Training vertical operating at a $3,000 monthly Google Ads budget reduced cost-per-acquisition by 33.27% (from $65.07 to $43.42) and lifted ROAS by 63.64% (from 1.21x to 1.98x) over a 90-day optimization window.

Key Takeaways

  • CPA reduced 33.3% on a small-budget account where efficiency gains translate directly to sustainability.
  • ROAS lifted 64% from 1.21x to 1.98x, approaching breakeven on a marginal-cost basis.
  • Conversion volume grew 55.9% from 97.38 to 151.82 on only 4% additional spend.
  • 98 documented optimization actions over the period — roughly one per day.

The Account

A scale-tier e-commerce account selling education and training products nationally at a $3,000 monthly Google Ads budget. Target ROAS was set at 3.5x, representing a meaningful gap from the baseline 1.21x position.

The Challenge

MetricBaseline (90 days)
Spend$6,336.97
Conversions97.38
Conversion Value$7,664.43
CPA$65.07
ROAS1.21x

A 1.21x ROAS is functionally unsustainable — the account was generating only marginal return on its advertising spend. The target at 3.5x represented a tripling of efficiency.

The Approach

Step 1: Search-terms hygiene across 8+ review cycles. The team processed multiple search-terms reviews over the window, each one refining the exclusion list for the account’s primary campaigns.

Step 2: Negative keyword expansion. Irrelevant query patterns were excluded weekly, preventing recurring waste.

Step 3: Quality score improvement. Ad copy and landing page alignment were reviewed for the highest-volume ad groups.

Step 4: Budget discipline. Spend grew only 4%, a deliberate choice to prove efficiency gains before authorizing further scale.

The Results

Over the 90-day optimization window (September 16 to December 14, 2025):

MetricBefore (90 days)After (90 days)Change
Spend$6,336.97$6,591.95+4.0%
Conversions97.38151.82+55.9%
Conversion Value$7,664.43$13,044.70+70.2%
CPA$65.07$43.42-33.3%
ROAS1.21x1.98x+63.6%
CTR4.08%4.83%+18.4%

Conversion value growing faster than volume (+70% vs. +56%) is the positive mix-shift signal. CTR lifting 18% confirms that auction mix improved.

Lessons Learned

  1. Still below target can still be a 64% improvement. The account ended the window at 1.98x against a 3.5x target, which is a substantial remaining gap. But a 64% ROAS lift in 90 days is the fastest path to eventual target hit.

  2. Education & Training attracts informational queries. Much of the waste in this vertical comes from informational searches (how-to, explanation, definition queries) that match against purchase-intent campaigns. Aggressive negatives on informational patterns are essential.

  3. Budget discipline during optimization is correct. Growing spend by only 4% during the window allowed the team to prove efficiency gains without the confounding effect of simultaneous scale-up.

  4. The next quarter’s goal is clear. With the account at 1.98x against a 3.5x target, the following quarter’s work is scoped around closing that 76% gap.

Methodology Note

Data sourced from a managed Google Ads account in the Education & Training vertical operating at the scale budget tier. All identifying information has been removed. Performance metrics reflect the best 90-day window (September 16 to December 14, 2025) compared against the prior 90-day baseline (June 17 to September 15, 2025). The account executed 98 documented optimization actions during the measurement period. Metrics reported in USD.

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