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Data Validation & Assertions

Data Validation & Assertions

All Data Validation & Assertions articles from iTestData.

Latest Articles

Data 6 min read

JSONPath Wildcards That Swallow Missing Fields

JSONPath wildcard patterns silently succeed when fields are absent. Here's why it happens, how to detect it, and how to ...

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Data 6 min read

JMESPath Predicate Mismatch on Nested Arrays

JMESPath flattens nested arrays silently, causing predicate mismatches. Here's why it happens and how to write assertion...

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Data 6 min read

JMESPath Null Coalescing That Hides Failures

JMESPath null coalescing silently swallows missing fields and broken assertions. Here's how to detect and prevent it in ...

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Data 6 min read

Assertion Gaps When JSON Optional Fields Go Null

Optional JSON fields silently collapsing to null break contracts without failing schema validation. Here's how to close ...

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Data 6 min read

Numeric Data Types in Test Data Engineering

Numeric data types in Python, SQL, and JSON Schema cause silent test failures. Here's how to validate, generate, and ass...

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Data 6 min read

Numeric Coercion Kills JSONPath Boundary Tests

Silent numeric coercion breaks JSONPath boundary assertions. Here's why it happens, how to detect it, and how to write t...

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Data 6 min read

JSON Schema Passes But Your Data Contract Breaks

JSON Schema validation can pass while your data contract silently breaks. Here's why structural checks aren't enough and...

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Data 6 min read

JSONPath Assertions That Silently Pass on Bad Data

JSONPath assertions can silently pass when array order shifts. Here's why it happens, how to detect it, and how to write...

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Validation 6 min read

JSONPath, JMESPath and jq in Tests

Deep dive into using JSONPath, JMESPath, and JQ for precise test data validation in modern architectures.

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Validation 6 min read

Validating Complex Data Structures in Tests

Learn how to validate complex data structures in tests with real tools and techniques for SDETs and data engineers.

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Validation 6 min read

Schema Validation for APIs Step-by-Step

Master schema validation for APIs with this comprehensive guide, covering tools, pitfalls, and best practices for seasoned engineers.

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Validation 6 min read

Validating Data Consistency Across Service Boundaries

How SDETs and data engineers can systematically validate data consistency across microservice boundaries using Pact, JSON Schema, and Great Expectations.

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Validation 6 min read

Deep Assertions: Beyond assertEqual

Explore deep assertions for robust test data validation in modern systems, transcending basic assertEqual checks.

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Validation 6 min read

Property-Based Testing for Data Validation

Master property-based testing to ensure robust data validation in modern systems using Python, JSON Schema, and more.

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