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SimpleEval with Examples

· 5 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

While simpleeval is great for basic calculators, its true power shines in production environments where you need to let users define their own logic-like setting up custom alerts, dynamic pricing discounts, or conditional triggers-without exposing your server to malicious code execution.

Generating Stylized QR Art with Stable Diffusion & ControlNet

· 8 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

Gone are the days of boring black-and-white squares! With the advent of advanced AI image generation models like Stable Diffusion, we can now create QR codes that are not only scannable but are also stunning works of art. This guide will walk you through the process of generating stylized QR codes that seamlessly blend into captivating images.

Building a URL Redirector in Python for Dynamic QR Codes

· 4 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

If you print 1,000 posters with a QR code and the website URL changes next week, a "Static" QR code becomes a pile of wasted paper. The solution is a Dynamic QR code.

Instead of encoding your final destination (like myshop.com/promo-january), you encode a "Short URL" that you control (like myqr.link/offer). When a user scans it, your server looks up where offer should go today and redirects them instantly.

Python Barcode Processing: Export Data, Generate 2D Codes, and Database Integration

· 6 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation
  • tooling image: /img/blog/thumbnails/exporting-python-barcode-scan-data-csv-excel.png

Exporting your scan data is the final piece of the puzzle. While a database is great for storage, most team members prefer to see results in a spreadsheet.

In Python, the pandas library is the gold standard for this. It can read directly from your SQLite database and convert that data into a professional-looking Excel or CSV file in just a few lines of code.

Generating, Styling, and Decoding Barcodes & 2D Codes in Python: Complete Guide

· 6 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

Generating and decoding barcodes is a foundational requirement across retail, inventory logistics, digital asset tracking, and ticketing systems. In Python, creating industry-standard 1D barcodes and 2D QR codes requires only a few lines of code with specialized libraries.

This guide provides a comprehensive manual on generating vector (SVG) and raster (PNG/JPEG) barcodes with python-barcode, styling dimensions, suppressing human-readable label text, and decoding codes in images or video streams with pyzbar and OpenCV.

Emoji.demojize() vs. clean-text Performance Comparison

· 6 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

Performance Showdown: emoji.demojize() vs. clean-text for Emoji Handling

When choosing a library for high-throughput text preprocessing, performance is often as important as accuracy. Both the emoji library's demojize() function and the comprehensive clean-text library can remove or replace emojis, but they serve different purposes, which impacts their speed and efficiency.

Since no direct, widely-published benchmark comparing only these two specific functions exists, this analysis focuses on their architectural differences and their respective performance profiles, based on typical NLP use cases.

Programmatically Detecting, Removing, and Converting Emojis in Python

· 7 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

Managing emojis programmatically is a common requirement in data cleaning, sentiment analysis, and Natural Language Processing (NLP). Unlike standard ASCII characters, emojis are complex Unicode characters that can span multiple code points (such as skin tone modifiers or Zero Width Joiner sequences). Simple string searches or basic regular expressions often fail to match them correctly.

This guide provides a comprehensive walkthrough of emoji detection, extraction, stripping, conversion to descriptive shortcodes, and rendering using Python.

GRPC in Python Example

· 7 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

gRPC in Python: A Practical Example and When to Choose It

gRPC (gRPC Remote Procedure Calls) is a modern, high-performance, open-source framework developed by Google that enables communication between services. It relies on Protocol Buffers (protobuf) for its Interface Definition Language (IDL) and uses HTTP/2 for transport.

It has become the standard choice for communication in microservices and polyglot (multi-language) environments where performance, efficiency, and strong typing are critical.

Custom Classes for Python Exceptions: Extending the Error Toolkit

· 7 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

Custom Classes for Python Exceptions: Extending the Error Toolkit

Defining custom exception classes is a hallmark of professional-grade Python code. Instead of relying on generic built-in exceptions (like ValueError or TypeError) for every application-specific failure, custom exceptions provide clear, unambiguous signals about why an operation failed.

This article details the necessity, structure, and best practices for creating and utilizing your own exception hierarchy.

Python Exception Handling: Complete Guide to try-except, Propagation, Hierarchy, and Tracebacks

· 12 min read
Serhii Hrekov
Senior Software Engineer & System Architect specializing in Python, Web Systems, Cloud Infrastructure & Automation

Writing robust, fault-tolerant software in Python requires a solid understanding of how errors propagate, how Python's built-in exceptions are structured, and how to capture context-rich debugging information when failures occur.

This guide provides a comprehensive manual on exception handling in Python, detailing block flow control (try, except, else, finally), stack unwinding dynamics, the class inheritance hierarchy, multi-exception catch patterns, custom error design, context managers, and production logging strategies for tracebacks.