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Huolala Tech
Huolala Tech
Dec 12, 2025 · Backend Development

How Lalamove Migrated 1000+ PHP Services to Java in One Year

Lalamove’s year‑long P2J project transformed over a thousand legacy PHP interfaces into Java, tackling complexity, stability, and efficiency challenges through standardized technical solutions, AI‑assisted code generation, rigorous testing, and disciplined project management, ultimately delivering faster, higher‑quality services.

AI automationJavaPHP migration
0 likes · 9 min read
How Lalamove Migrated 1000+ PHP Services to Java in One Year
Huolala Tech
Huolala Tech
Nov 5, 2025 · Backend Development

How SQL‑Based Rule Configuration Cuts Release Cycles from Days to Minutes

This article explains how transforming data‑validation rules into configurable SQL statements eliminates lengthy development‑test‑release cycles, improves cost efficiency, and boosts performance through architecture features such as plug‑in event triggers, memory‑snapshot isolation, data‑fingerprint grouping, and an online SQL debugger.

Backend DevelopmentData validationRule Engine
0 likes · 13 min read
How SQL‑Based Rule Configuration Cuts Release Cycles from Days to Minutes
Huolala Tech
Huolala Tech
Oct 29, 2025 · Artificial Intelligence

AI Audio Watermarking: Techniques, Metrics, and Real-World Implementations

With the rapid rise of generative AI audio models, this article explores the fundamentals, key metrics, and the “impossible triangle” of imperceptibility, robustness, and capacity in audio watermarking, and presents practical implementations such as SynthID and AudioSeal that embed and detect invisible watermarks for secure AIGC provenance.

AIGCGenerative AIRobustness
0 likes · 14 min read
AI Audio Watermarking: Techniques, Metrics, and Real-World Implementations
Huolala Tech
Huolala Tech
Oct 22, 2025 · Backend Development

Scaling Real‑Time Reconciliation with Dynamic Kafka Consumer Clusters

To ensure fund safety and robust operations, the team built a real‑time reconciliation platform that leverages Kafka, and after encountering scaling bottlenecks with a static consumer model, they implemented a dynamic, partition‑level, weighted load‑balancing consumer cluster that supports automatic scaling and high‑throughput processing.

Dynamic ScalingKafkaReal-time processing
0 likes · 15 min read
Scaling Real‑Time Reconciliation with Dynamic Kafka Consumer Clusters
Huolala Tech
Huolala Tech
Oct 17, 2025 · Big Data

How HuoLala Accelerated User Profiling 30× Faster with Apache Doris

This article details how HuoLala built a high‑performance user profiling platform on Apache Doris, redesigning data models, leveraging bitmap storage, and applying query‑level optimizations to achieve up to 30‑fold speed gains, lower memory usage, and scalable real‑time analytics.

Apache DorisBitmapData Modeling
0 likes · 17 min read
How HuoLala Accelerated User Profiling 30× Faster with Apache Doris
Huolala Tech
Huolala Tech
Oct 15, 2025 · Backend Development

Zero‑Change AI Integration: How LApiGateway Transforms RPC Services with MCP

This article explains how LApiGateway leverages the Model Context Protocol (MCP) to enable AI clients to access existing HTTP RPC services without code changes, detailing the protocol basics, current challenges, the gateway's architecture, implementation steps, and the resulting operational benefits.

AI integrationAPI GatewayBackend Development
0 likes · 12 min read
Zero‑Change AI Integration: How LApiGateway Transforms RPC Services with MCP
Huolala Tech
Huolala Tech
Oct 9, 2025 · Mobile Development

How to Shrink iOS App Package Size: Practical Optimization Techniques

This article details a comprehensive iOS app package size optimization guide, covering OTA download limits, __TEXT segment constraints, Mach‑O analysis, resource compression, compiler settings, dynamic resource delivery, framework consolidation, and CI monitoring to sustainably reduce app binaries.

Build SettingsMobile DevelopmentResource Management
0 likes · 25 min read
How to Shrink iOS App Package Size: Practical Optimization Techniques
Huolala Tech
Huolala Tech
Sep 26, 2025 · Big Data

How We Migrated 40 PB of Hive Data Across Clouds with Zero Downtime

This article details the end‑to‑end design, challenges, and implementation of a cross‑cloud migration of over 200 k Hive tables and nearly 40 PB of data using the self‑developed Kirk service, covering architecture, verification steps, and lessons learned to achieve 100 % data consistency without impacting production services.

Data MigrationHiveKirk
0 likes · 20 min read
How We Migrated 40 PB of Hive Data Across Clouds with Zero Downtime
Huolala Tech
Huolala Tech
Sep 24, 2025 · Artificial Intelligence

How CID-GraphRAG Boosts Multi‑Turn AI Customer Service with Dual‑Layer Retrieval

The article introduces CID-GraphRAG, a novel framework that combines intent‑driven graphs with semantic similarity search to improve multi‑turn intelligent customer service, detailing its architecture, dual‑layer retrieval mechanism, evaluation against baseline models, and future research directions.

AIDialogue SystemsLLM
0 likes · 14 min read
How CID-GraphRAG Boosts Multi‑Turn AI Customer Service with Dual‑Layer Retrieval