Data Harmonization
Your
Processor
Speak
Different
Languages
All of Them
Payments data harmonization converts fragmented transaction records across every processor into one standardized, aggregated data stream.
approved
decline
do_not_honor
chase_bank
THE SOLUTION
Different Name
Every processor records transactions in its own schema, using different field names, decline code taxonomies, fee labels, and metric calculations. This breaks cross-processor analysis and makes side-by-side comparisons impossible.
Decline Code
Stripe →
"do_not_honor"
Adyen →
"Refused (05)"
Same response, different labels
Issuing Bank Name
PSP A →
"JPMORGAN CHASE BK NA"
PSP B →
"Chase Bank"
Same bank, different formatting
Approval Rate Definition
Braintree →
approvals / attempts
Adyen →
approvals/(attempts − retries)
Same metric, different calculations
MECHANICS
Three steps, each building on the previous, so you can always trust your downstream analysis.

Data Connections
Add Data Connection
Processor
Chase Integration
Chase
Connection Type
Batch
Created date
17 May, 2025
Adyen US Market
Adyen
Connection Type
Batch
Created date
17 May, 2025

Charts / Transaction Count By Processor and Transaction Status Across Time
Transaction Count
Processor
Accros Time
Add Filter
Declined
47,158
Authorized
47,158
Generic
63 845
17 May
63 845
Transaction Count by Processor and Transaction Status Across Time
The total number of attempted Transactions across time when split by Processor and Transaction Status
324,848
80,000
60,000
40,000

{
"number": {
"length": 16
},
"bin_length": 6,
"bin_min": "4147200000000000000",
"bin_max": "4147209999999999999",
"pan_or_token": "pan",
"virtual_card": null,
"level2": false,
"level3": false,
"alm": true,
"account_updater": true,
"domestic_only": false,
"gambling_blocked": false,
"issuer_currency": "USD",
see more…
ACTION
Taking Action
Harmonized data is the foundation of payments optimization.

Approval Rate by Processor and Card Type Across Time
The percentage of transactions that are successful across time when split by Processor and Card Type
75.41
%
Cross-Processor Benchmarking
Compare approval rates across all processors using identical definitions to identify which one performs best by card type, region, or corridor.

Fees Category Costs
The categories that compose your total fees.
Total Fees
$
138,395.99
USD
Interchange Cost Reduction
Interchange is 70–90% of processing costs. Route transactions to the processor with the most favorable interchange rates.

Pagos AI Analyzing your payment data…
Recommended Routing Rules (Ready to Implement)
Condition
Route to
Expected Lift
Any EU Country
European acquirer
≈+20pp
Scheme:
Visa + Card Type = Debit
Processor with strong Visa Debit
≈+13pp
Issuer Country = Brazil
Local acquirer (Clelo/Rede)
≈ +8pp est.
Once you add everything to your stack, share the data and I can rerun this analysis to compare actual cross-processor performance and validate which rules are delivering lift.
Intelligent Routing
Build routing rules from actual cross-processor data. Route by card type, geography, or issuer to the processor with the best performance profile.

Decline Code
Refer to the Issuer
38,022
CVV Failure
9,421
Account Closed
8,229
Invalid Transaction
2,005
Pick Up Card
4,473
Invalid Account Number
3,945
Fraud Lost Card
3,184
Do Not Honor
1,873
Update Payment Information
1,089
Decline Analysis
Use standardized decline codes to identify systemic patterns. Spot when specific issuers, card types, or segments are declined at rates that warrant action.

Chargebacks
Processor
Chargeback Rate
3.02
%
78.43%
vs previous period
Chargeback Count
22,239
20,919
vs previous period
Chargeback Value
$
421,611.64
$395.34K
vs previous period
Issuer Behavior Analysis
With standardized bank names and BIN data, analyze authorization rates, chargeback patterns, and fees by issuing bank across all processors at once.

Opportunities
Total Estimated Opportunity
$
32,432.00
USD
Enhanced Data
$
86,633.00
USD
$26,789 Eligible Volume
Network Tokenization
$
2,180.00
USD
$2,684,600.47 Eligible Volume
Debit Routing
$
18,615.00
$10,159,000.22 Eligible Volume
Approval Rate
The percentage of transactions that are successful
Reconciliation Automation
Replace manual multi-file reconciliation with one standardized data feed. Settlement files from all processors arrive in a consistent format.

New Anomaly
-2.4% Change in Approval Rates for EUR transactions with Processor 1 detected over the last 7 days.
Dismiss
New Anomaly
Real-Time Anomaly Detection
Monitor authorization rates, chargeback velocity, and cost metrics across all processors in real time, and detect degradations.

Approvals
Processor
Approval Rate
68
%
2,03%
vs previous period
Approved Transaction
11,528,018
59,542
vs previous period
Approved Value
$
1,383,612.64
$9,91m
vs previous period
Approval Rate
The percentage of transactions that are successful
Industry Benchmarking
Compare your performance against anonymized benchmarks from merchants in the same vertical. Know whether a number is good, not just that it moved.
AI Analysis

Pagos AI
Pagos MCP:
What decline codes drove the spike in failures on May 15th?
What are my top dispute reasons this quarter, broken down by processor?
Which issuing bank has the lowest authorization rate for Visa debit in the US?
How do my cross-border fees compare across Stripe and Adyen this month?
Hello, I'm here to help make sense of your payments data…
WHY PAGOS
Built For
Pagos connects to your processors, normalizes every transaction event, and delivers a clean data stream your team—and AI—can use.
$1.2T+
in transaction volume processed across the platform
27B+
transaction events harmonized and optimized for customers
12+
processors connected natively — no custom integration required
5
continents covered with consistent data standards
Companies of all sizes trust Pagos for payments expertise
FAQ
Related Topics
Product
BIN Data API
Card-level intelligence that powers interchange analysis and routing decisions.
Read More
Blog
Authorization Rate Optimization
Using harmonized decline data to improve auth rates.
Read More
Blog
Interchange Fees are Changing
What the latest rate updates mean for your processing costs.
Read More
Unified Stream
Pagos connects to your processors, harmonizes every transaction event, and delivers a clean data feed your team can act on.
