Blog

What the seven-platform SDPP comparisons miss: two criteria that change the answer for enterprise security teams evaluating pipelines in 2026-2027.

How Federal Agencies can meet the requirements of the OMB M-26-14 logging mandate, and how Axoflow can help them to get there fast and in a cost-effective way

AI SOC performance is capped by telemetry quality. Learn why vendor-owned normalization, not brittle rule maintenance, sets your AI ceiling.

Detection rules fail silently when parsers miss schema changes. Learn how autonomous classification keeps your fields where your detections expect them.

AI SOCs underperform when fed messy, human-oriented telemetry. Why machine-readable, normalized security data is the real foundation of an AI-native SOC.

How Axoflow solves the Getting Data In problem for Cortex XSIAM: automated LEEF formatting, XDM normalization, and clean, ready-to-use security data.

From SIEM cost control to AI-ready data, security telemetry pipelines are emerging as a critical layer for managing security data at scale.

Struggling with pipeline sprawl? Discover how Axoflow brings visibility, control, and consolidation to complex data pipelines—without risky rip-and-replace.

Monolithic SIEMs are failing under cloud scale and rising costs. Why decoupled security architectures and pipelines replace ingest-everything models.

AI copilots make manual work faster but still need babysitting. How an autonomous security data layer removes the manual work while you keep control.

A government organization cut infrastructure by 85% and log volume by 40% with Axoflow's security data pipeline during its Google SecOps migration.

syslog-ng was the right choice for years, but modern log pipelines demand more than stability. Why log infrastructure needs to evolve, and where to go next.

AxoSyslog 4.18-4.22: FilterX enhancements, better ClickHouse and S3 outputs, OTLP keep-alive, and smarter worker autoscaling for log pipelines.

syslog-ng creator Balázs Scheidler on hidden SIEM storage costs, avoiding vendor lock-in, and why manual log parsing wastes engineering time.

Indexed fields can make Splunk searches up to 10x faster. See how Axoflow sends payload- and externally-derived metadata to Splunk efficiently.

Security data pipelines are becoming the SOC's control plane. Key report findings on cost efficiency, data quality, and faster investigations.

Anton Chuvakin and Tim Peacock interview Balázs Scheidler on why data quality, not just cost cutting, makes security data pipelines strategic.

Learn how a leading U.S. healthcare company used Axoflow to gain log observability, improve syslog-ng monitoring, and cut data costs by 30% in days.

Splunk .conf25 takeaways: why every SecOps conversation kept coming back to the security data pipeline, and what that means for your SOC.

Learn why many security data pipeline vendors fail to provide real value despite claiming to support dozens of destinations, and how real integrations bring faster investigations, lower bills, and better data for your SOC teams.

What's new in AxoSyslog 4.13-4.17: advanced log formatting, smarter parsing, cloud integrations, and performance tuning for reliable pipelines.

Why CISOs and SOC teams are rethinking SIEM pipelines: cut costs, improve log quality, eliminate blind spots, and automate security data operations.

Key findings from Splunk's 2025 State of Security report: poor data quality and alert overload drive SOC burnout. How automated pipelines help.

Optimize firewall logs before they hit Splunk with AxoRouter: better data quality, lower ingestion costs, no more noisy unstructured messages.

Monitor syslog-ng or AxoSyslog with Prometheus using axosyslog-metrics-exporter. Diagnose message drops and pipeline issues quickly.

Redundant log delivery quietly duplicates data, distorts analytics, and inflates your SIEM bill. Learn how to detect and prevent duplication.

Real telemetry automation means no manual parser fixes and no AI babysitting. How Axoflow delivers detection-ready data, fully automated.

See how you can be a hero by connecting machines and logging data to your analytics tool of choice in 12 minutes or less using the Axoflow Platform.

Axoflow does automatic parsing and labeling, so you can route your data using static and dynamic labels, instead of static, low-level rules.

Optimize SIEM data ingestion with automated classification. Improve accuracy, reduce costs, and eliminate log chaos. Learn how Axoflow can help!

An end-to-end look at how security data travels from appliance to SIEM, and the ingestion failures that silently hide events from your SOC.

How high-quality security data cuts SIEM costs, improves detection accuracy, and boosts SOC efficiency. Real strategies and a 50% savings story.

Four practical tricks to reduce SIEM data volume and cut ingestion costs. Collect better data instead of more data, without losing visibility.

Learn how security data pipeline management tools like Axoflow improve data quality, cut SIEM costs, and boost security team efficiency.

Discover the flexible deployment modes of Axoflow, and learn how you can streamline SIEM data management, reduce costs by 50%, and improve data quality.

Without reliable host attribution, security teams lose vital context. Axoflow's inventory enriches data so you can pinpoint every event's source.

AxoRouter auto-identifies log sources and fixes missing hostnames, invalid timestamps, and formatting errors. No rule maintenance required.

Meet the Axoflow Platform, an end-to-end data pipeline management solution that helps converge GRC and cyber security initiatives