Source Code

Meta Ad Creatives

Track creative performance and hit rates across multiple Meta Ads accounts.

What This Skill Does

Calculate hit rates (% of creatives meeting performance benchmarks)
Track multiple metrics: CPT (cost per trial), CPI (cost per install), IPM (installs per mille), ROAS
Compare performance across multiple accounts
Store historical data for trend analysis
Identify winning creatives vs underperformers
Support currency conversion for international accounts

Setup

1. Environment Variables

FACEBOOK_ACCESS_TOKEN=your_token_here
FACEBOOK_APP_ID=your_app_id
FACEBOOK_APP_SECRET=your_app_secret

2. Accounts Configuration

Create accounts_config.json:

{
  "accounts": {
    "ClientName": {
      "account_id": "123456789",
      "filter": "CampaignNameFilter",
      "geo_filter": "US",
      "benchmark_value": 100,
      "benchmark_display": "CPT < $100",
      "active": true
    }
  }
}

Configuration fields:

account_id: Meta Ad Account ID (without act_ prefix)
filter: Campaign name filter (optional)
geo_filter: Geographic filter like "US" (optional)
benchmark_value: CPT threshold for "winning" creatives
benchmark_display: Human-readable benchmark description

Usage

Get Hit Rates for Current Month

from scripts.meta_ad_creatives import get_all_hit_rates

data = get_all_hit_rates(month_offset=0)
print(f"Overall hit rate: {data['totals']['hit_rate']}%")
for account in data['accounts']:
    print(f"  {account['account_name']}: {account['hit_rate']}%")

Get Hit Rates for Previous Months

# Last month
data = get_all_hit_rates(month_offset=-1)

# Two months ago
data = get_all_hit_rates(month_offset=-2)

Get All-Time Aggregated Data

data = get_all_hit_rates(all_time=True)

Get Individual Ad Performance

from scripts.meta_ad_creatives import get_individual_ads

# All ads for an account
ads = get_individual_ads(account_name="ClientName", month_key="2026-01")

# Only winning ads
winners = get_individual_ads(account_name="ClientName", hit_only=True)

# Sort by CPT
ads = get_individual_ads(sort_by="cpt")

Monthly Comparison

from scripts.meta_ad_creatives import get_monthly_comparison

# Compare last 3 months
months = get_monthly_comparison(num_months=3)
for month in months:
    print(f"{month['month_label']}: {month['totals']['hit_rate']}%")

Key Metrics

Metric	Description
Total Ads	Ads created in the period
Ads with Spend	Ads that received budget
Ads Hitting Benchmark	Ads meeting CPT threshold
Hit Rate	% of ads meeting benchmark
CPT	Cost Per Trial (spend / trials)

Hit Rate Calculation

A creative "hits" the benchmark when:

It has spend > $0
It has trials > 0
CPT < benchmark_value (e.g., $100)

Hit Rate = (Ads Hitting Benchmark / Ads with Spend) × 100

Data Storage

The skill stores historical data for trend analysis:

Firestore (default for cloud deployments)
SQLite (local fallback)

Set USE_FIRESTORE=false to use SQLite locally.

Common Questions This Answers

"What's our creative hit rate this month?"
"Which creatives are winning for [Client]?"
"How does this month compare to last month?"
"Show me all ads that hit the benchmark"
"What's our all-time hit rate?"

meta-ad-creatives