# Filter, reshape, and redact logs before export with Transformers

> **Key Architectural Takeaway:** Logpush delivers logs in batches as quickly as possible, enabling Cloudflare to provide information almost in real time.

**Published:** 2026-10-12T14:44:59+00:00  
**Source:** Cloudflare Technical Blog  
**Category:** software-engineering  
**Canonical URL:** https://fosswire.org/news/filter-reshape-and-redact-logs-before-export-with-transforme.html  

## Executive Summary
Logpush delivers logs in batches as quickly as possible, enabling Cloudflare to provide information almost in real time. During our recent Birthday Week , we made Logpush available on all self-serve plans and Transformers generally available. Those changes were among eight major updates to Cloudflare Observability and reflect our commitment to make every Cloudflare feature available to everyone .

## Architectural & Systems Analysis
From an artificial intelligence architecture, model weights governance, and inference efficiency perspective:

- **Weights Accessibility & Sovereignty:** Evaluates whether weights are open for private self-hosting or locked behind centralized cloud APIs.
- **Quantization & Edge Performance:** Kernel optimizations (4-bit/8-bit GGUF, AWQ, EXL2) allow high tokens-per-second on consumer GPUs and Apple Silicon.
- **Reasoning & Architectural Scaling:** Scrutinizes mixture-of-experts (MoE), attention mechanisms, and fine-tuning datasets against open community benchmarks.

## Impact on the Open Ecosystem
Protects developers and enterprises from proprietary black-box entrapment, fostering auditable, sovereign AI infrastructure.