b2metric×baykuş
EdTech · Exam Prep · May Peak Season

Profitable Scaling in Peak Season

B2Metric CDP and Ad Optimizer helped Baykuş Mentorluk turn its May peak-season demand into profitable growth with lower CPA, higher ROAS, and more product sales, powered by a signal-driven media architecture.

Turkey's leaderOne of the leading EdTech brands
B2Metric CDPAudience & behavior signals
Ad OptimizerSignal-driven ad optimization
Creative IntelligenceCreative performance signals
+60%Increase in unique net revenue
-36%Improvement in CPA
+35%Increase in ROAS
Audience SegmentationCreative IntelligenceFunnel SignalsSignal-led Budgeting
Baykuş Mentorluk × B2Metric CDP + Ad Optimizer Case Study
01 · CHALLENGE

Growing in peak season is easy; staying efficient is hard.

The real challenge in peak season wasn't just capturing demand. Fragmented audience, creative, product, and channel signals; budget decisions left to the platforms' default automation; and performance being read only at the campaign level made efficient scaling difficult.

PRIMARY MARKETING GOAL

Turn May peak-season demand into profitable growth with a lower acquisition cost and a higher ROAS, using B2Metric CDP and Ad Optimizer.

  • Turn rising demand into efficient growth
  • Keep CPA under control
  • Protect and raise ROAS
  • Beat targets on strategic products
  • Make the channel & creative setup scalable
02 · STRATEGY ARCHITECTURE

CDP × Ad Optimizer × Creative × Channel architecture

THE ROLE OF B2METRIC CDP + AD OPTIMIZER

B2Metric CDP brought together audience, product, behavior, and funnel signals. Ad Optimizer then turned these signals into creative, channel, and budget decisions, scaling the winning combinations.

01

Combining signals with CDP

Visitor, purchaser, funnel, and product-interest signals were evaluated in a single framework.

02

Budget routing with Ad Optimizer

Budget was optimized by channel and campaign based on performance signals.

03

Creative performance analysis

Hook rate, hold rate, CPA, ROAS, and purchase contribution were read together.

04

Channel role distribution

Meta, TikTok Ads, and Google Ads were positioned with distinct roles.

MetaTikTok AdsGoogle Ads
03 · METHODOLOGY

A CDP-powered Ad Optimizer architecture instead of black-box automation

B2Metric CDP unified the audience, behavior, product, and funnel signals feeding ad decisions. Ad Optimizer then turned these signals into creative, channel, and budget decisions, creating a more controlled foundation for scaling.

01

Audience signals separated with CDP

02

Creatives analyzed with performance signals

03

Funnel stages evaluated separately

04

Channel roles clarified in Ad Optimizer

05

Budget routed to winning signals

CREATIVE DECISION SIGNALS
Hook RateHold RateCPAROASScale / Refresh / Pause
BEST-PERFORMING CREATIVE ANGLES
Offer-led creative

Offer-led

Trial series · campaign

Mentorship-led creative

Mentorship-led

Coaching · role model

Event-led creative

Event-led

Online event · social proof

04 · RESULTS

More volume, lower acquisition cost, higher efficiency

This growth didn't come from demand alone; by reading audience, creative, channel, and product signals together with B2Metric CDP and Ad Optimizer, more products were sold at a lower CPA.

+61%Increase in unique net revenue
+87%Increase in products purchased
-37%Improvement in CPA
+36%Increase in ROAS
+73%Increase in profitability
~175%Trial-series target achievement

Indexed Comparison

April = 100 → May performance index
Unique net revenue
100 → 161
Products purchased
100 → 187
CPA
100 → 63
ROAS
100 → 136
Profitability
100 → 173

A lower CPA index means improved acquisition cost. The vertical line marks the April baseline (100).

05 · TAKEAWAY

Peak-season success is built before peak season starts.

At Baykuş Mentorluk, success in May didn't come from simply spending more budget; it came from building a scalable media-optimization architecture from late February onward — one that read audience, channel, product, and creative signals together with B2Metric CDP and Ad Optimizer.

"Our goal wasn't to spend more budget; it was to turn the right audience, creative, and channel signals into a scalable structure with B2Metric CDP and Ad Optimizer."B2Metric Product & Growth Team
b2metricB2Metric · CDP & Ad Optimizer

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