BestHub
Sign in
Tagged articles

parameterization

18 articles · Page 1 of 1
Test Development Learning Exchange
Test Development Learning Exchange
Jul 11, 2026 · Backend Development

Mastering Pytest: From Basics to Advanced API Automation

This guide explains why pytest surpasses unittest as the most popular Python testing framework, walks through installation, writing and running tests, explores core features such as fixtures, parameterization, markers, and plugins, and demonstrates a complete API‑automation suite with advanced fixture techniques and custom plugin development.

Plugin DevelopmentPython testingapi-automation
0 likes · 14 min read
Mastering Pytest: From Basics to Advanced API Automation
Ximalaya Technology Team
Ximalaya Technology Team
May 27, 2026 · Artificial Intelligence

Ximalaya’s LLM‑Powered Interactive Recommendation System: Architecture and Results

The article details Ximalaya’s three‑layer interactive recommendation architecture—PBox for parameter control, an LLM‑driven Agent for intent understanding, and the iSUG interface—showing how natural‑language‑based parameter tuning shifts the paradigm from one‑way push to two‑way dialogue and significantly improves recommendation efficiency and user retention.

FunctionCallingLLMXimalaya
0 likes · 17 min read
Ximalaya’s LLM‑Powered Interactive Recommendation System: Architecture and Results
Java Architect Essentials
Java Architect Essentials
Jul 19, 2025 · Information Security

Why Spring Security’s Full‑Chain Protection Can Eradicate XSS and SQL Injection

This article explains how a comprehensive, full‑stack security approach using Spring Security—covering request sanitization, parameterized queries, and built‑in authentication, authorization, CSRF and session safeguards—can dramatically reduce XSS and SQL injection vulnerabilities to near zero.

Full-Stack ProtectionSQL injectionXSS
0 likes · 13 min read
Why Spring Security’s Full‑Chain Protection Can Eradicate XSS and SQL Injection
Test Development Learning Exchange
Test Development Learning Exchange
Sep 28, 2024 · Backend Development

Building a Python‑MySQL Automated Test Framework with Dependency and Parameterization Support

This guide demonstrates how to build a Python‑based automated testing framework that reads test cases from a MySQL database, sends HTTP requests, manages case dependencies and parameterization, and records responses, providing a modular structure with database, executor, and main components.

automated testingbackenddependency handling
0 likes · 6 min read
Building a Python‑MySQL Automated Test Framework with Dependency and Parameterization Support
Test Development Learning Exchange
Test Development Learning Exchange
Sep 27, 2024 · Backend Development

Master pytest: Simplify Python Testing with Powerful Features

This article provides a comprehensive, step‑by‑step guide to using pytest for Python unit testing, covering its simplicity, advanced assertions, parameterized tests, automatic discovery, plugin ecosystem, custom fixtures, command‑line options, exception handling, parallel execution, and detailed error reporting.

Parallel TestingPython testingfixtures
0 likes · 8 min read
Master pytest: Simplify Python Testing with Powerful Features
Test Development Learning Exchange
Test Development Learning Exchange
Jul 27, 2024 · Fundamentals

Using Variables in HttpRunner 4.x: Declaration, Reference, and Dynamic Assignment

HttpRunner 4.x enables flexible variable declaration and usage at both configuration and test-step levels, supporting $ and {{}} syntax, dynamic assignment from responses, parameterization, request customization, extraction, custom functions, and validation, allowing more maintainable and powerful API test cases.

API testingHttpRunnerdynamic assignment
0 likes · 7 min read
Using Variables in HttpRunner 4.x: Declaration, Reference, and Dynamic Assignment
Python Programming Learning Circle
Python Programming Learning Circle
Jul 13, 2024 · Fundamentals

Comprehensive Guide to Pytest: Installation, Execution, Fixtures, Marks, and Parameterization

This article provides a detailed tutorial on Python's Pytest framework, covering installation, test discovery rules, execution methods, setup/teardown, fixture usage, assertions, skip mechanisms, custom marks, and parameterization with extensive code examples for practical automation testing.

Python testingTest Automationfixtures
0 likes · 11 min read
Comprehensive Guide to Pytest: Installation, Execution, Fixtures, Marks, and Parameterization
Test Development Learning Exchange
Test Development Learning Exchange
Jun 13, 2024 · Backend Development

Six Ways to Parameterize API Test Data in Python

This article presents six practical techniques—hard‑coding, using loops, reading from Excel/CSV, loading YAML/JSON files, leveraging pytest parameterization, and querying databases—to manage and reuse API test parameters in Python, each illustrated with clear code examples.

API testingPythonparameterization
0 likes · 4 min read
Six Ways to Parameterize API Test Data in Python
JD Tech
JD Tech
Dec 9, 2022 · Fundamentals

Data-Driven Testing with Pytest: Concepts, Design, and Practical Examples

This article explains data-driven testing (DDT) concepts, design approaches, and practical implementation using the Pytest framework, covering test data creation, storage options, parameterization techniques, fixture integration, and example scripts to enhance test coverage, maintainability, and efficiency.

Data‑Driven Testingparameterizationpytest
0 likes · 12 min read
Data-Driven Testing with Pytest: Concepts, Design, and Practical Examples
DevOps
DevOps
Sep 16, 2022 · Operations

Rebuilding Uber’s Experimentation Platform: Architecture, Goals, and Lessons Learned

After more than a year of effort, Uber migrated its entire experimentation and feature‑flag ecosystem—including thousands of developers, dozens of partners, multiple mobile apps, and hundreds of services—to a new, unified platform that improves reliability, flexibility, and data quality while retiring over 50,000 legacy experiments.

A/B testingExperiment PlatformUber
0 likes · 25 min read
Rebuilding Uber’s Experimentation Platform: Architecture, Goals, and Lessons Learned
Test Development Learning Exchange
Test Development Learning Exchange
Jun 19, 2019 · Fundamentals

Using Python's zip() Function to Parameterize Multiple Variables in API Requests

This article explains how to use Python's built‑in zip() function to combine multiple iterables, enabling simultaneous parameterization of several variables in a single API request, demonstrates syntax differences between Python 2 and 3, and provides a concrete code example that constructs URLs from zipped lists.

API testingPythonparameterization
0 likes · 3 min read
Using Python's zip() Function to Parameterize Multiple Variables in API Requests
360 Quality & Efficiency
360 Quality & Efficiency
May 10, 2018 · Operations

LoadRunner Parameterization: Techniques and Best Practices

This article explains why and how to parameterize LoadRunner scripts, covering the benefits, core challenges, step‑by‑step configuration, data construction methods, and the various selection and update options that control parameter value retrieval during test execution.

LoadRunnerPerformance TestingVugen
0 likes · 5 min read
LoadRunner Parameterization: Techniques and Best Practices
dbaplus Community
dbaplus Community
Aug 17, 2016 · Databases

How We Turned a Sluggish Hospital HIS on SQL Server 2008R2 into a Faster System

This article walks through a real‑world case study of a hospital HIS running on SQL Server 2008R2, detailing the system’s hardware specs, performance metrics, three‑phase optimization process—including general tuning, statement‑level fixes, and deep CPU/memory analysis—and the measurable results achieved without adding new hardware.

Hospital HISIndexingSQL Server
0 likes · 12 min read
How We Turned a Sluggish Hospital HIS on SQL Server 2008R2 into a Faster System