IT Uoga MB - we build scaleable realtime web applications and dashboards

Top-Notch Technology Stack

Built with industry-leading technologies for maximum performance, reliability, and scalability in EPG processing

Core Technologies

Go

Golang

High-performance backend built with Go for exceptional speed, concurrency, and reliability. Native goroutines enable efficient parallel processing of EPG data.

  • ✓ Lightning-fast compilation and execution
  • ✓ Built-in concurrency with goroutines
  • ✓ Low memory footprint
  • ✓ Static typing for safety
N

NATS.io

Cloud-native messaging system for backend reactivity and real-time communication. Publish-subscribe patterns enable event-driven architecture with ultra-fast, reliable message delivery across distributed components.

  • ✓ Backend reactive messaging
  • ✓ Microsecond-level message latency
  • ✓ Publish-subscribe patterns
  • ✓ Distributed queue groups
  • ✓ At-most-once and at-least-once delivery
FF

FFmpeg

Industry-standard multimedia framework for processing video and audio content. Enables precise time marker extraction and media analysis.

  • ✓ Support for all major codecs
  • ✓ Frame-accurate seeking
  • ✓ Metadata extraction
  • ✓ Hardware acceleration support
SQL

SQLite

Embedded relational database for efficient local data storage. Zero-configuration, serverless architecture with ACID compliance.

  • ✓ No server setup required
  • ✓ Full SQL support
  • ✓ Transaction safety (ACID)
  • ✓ Single file database

data-star

Modern hypermedia framework for frontend reactivity and building reactive web interfaces without heavy JavaScript. Delivers interactive user experiences with minimal client-side code.

  • ✓ Frontend reactive framework
  • ✓ Hypermedia-driven architecture
  • ✓ Minimal JavaScript footprint
  • ✓ Server-side rendering
  • ✓ Progressive enhancement
TAR

TAR Containers

File aggregation using TAR archives to optimize storage. Reduces filesystem overhead by consolidating thousands of small files into efficient containers.

  • ✓ Reduced inode consumption
  • ✓ Faster backup operations
  • ✓ Lower filesystem metadata overhead
  • ✓ Improved cache efficiency

Performance Optimizations

LRU Cache Implementation

Least Recently Used caching strategy dramatically reduces disk I/O operations by keeping frequently accessed data in memory.

Cache Benefits:

  • • Up to 90% reduction in disk reads
  • • Intelligent memory management
  • • Automatic eviction of stale data
  • • Configurable cache size limits
  • • Thread-safe concurrent access

TAR Container Optimization

Aggregating small EPG files into TAR archives eliminates filesystem bottlenecks and reduces storage overhead significantly.

File Optimization:

  • • 1000s of files → single container
  • • Reduced metadata storage
  • • Sequential read patterns
  • • Minimized directory lookups
  • • Efficient compression options

Comprehensive Disk I/O Strategy

Our multi-layered approach to disk I/O optimization ensures minimal storage load while maintaining high throughput and reliability.

Write Batching

Maximum 1 I/O operation per second reduces storage stress and extends hardware lifespan

Read Caching

LRU cache keeps hot data in memory, eliminating redundant disk access

File Aggregation

TAR containers consolidate small files, reducing filesystem overhead

Architecture Benefits

Scalability

NATS.io messaging and Golang concurrency enable horizontal scaling across multiple nodes for handling increased EPG workloads

Reliability

SQLite ACID transactions and NATS message persistence ensure data integrity even during system failures

Performance

LRU caching, TAR containers, and optimized I/O patterns deliver exceptional speed on any storage backend

Maintainability

Clean Golang codebase, standardized messaging, and simple database schema ensure easy long-term maintenance

How Technologies Work Together

1

Backend Reactivity

EPG files arrive via NATS.io pub/sub messaging for backend reactivity, distributed across Golang worker processes for parallel processing

2

Media Analysis

FFmpeg extracts time markers and metadata from broadcast content with frame-accurate precision

3

Data Storage

Processed EPG data stored in SQLite with LRU cache layer for fast retrieval, files aggregated into TAR containers

4

Write Optimization

Changes batched and written at maximum 1 I/O per second, compatible with slow HDDs and Ceph storage

5

Frontend Reactivity

data-star provides frontend reactivity with minimal JavaScript, delivering reactive UI updates through server-rendered hypermedia responses

Why This Technology Stack?

Production-Proven

Every component is battle-tested in high-traffic production environments

Open Source

Built on open-source technologies with active communities and long-term support

Cost-Effective

No expensive licensing fees, runs efficiently on commodity hardware

Future-Proof

Modern architecture ready for cloud-native deployments and containerization

High Performance

Optimized for speed at every layer from messaging to storage

Storage-Friendly

Works perfectly with any storage from slow HDDs to distributed Ceph

Enterprise-Grade Technology, Simplified

Experience the power of modern architecture designed specifically for EPG processing

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