When you reconstruct an incident across firewalls, endpoints, and application logs, the timestamps rarely agree. One source records Oct 10 13:55:36 with no year and no time zone. A Zeek log two racks over emits 1760104536.225121. The firewall already speaks 2025-10-10T13:55:36.003Z. Until every one of those is converted to a single format and time zone, your event timeline is an estimate. The fix is timestamp normalization: convert each timestamp to ISO 8601 in UTC at the point of collection, before the data reaches your SIEM.

Every telemetry vendor’s demo runs on the same infrastructure: a clean, cloud-native, container-friendly stack where a modern agent drops in and just works. Then you go back to the bank you run day to day, where a mainframe still clears transactions, an IBM i (AS/400) system has been in production for decades, and a core-banking platform speaks a log format no off-the-shelf agent has heard of. That gap between the demo and the data center is where audit blind spots live.

If you are looking for a Logstash alternative for security operations, six tools cover the field: NXLog Platform, an agent-based telemetry pipeline built for security data collection with centralized agent management; Fluentd, a CNCF project with a large plugin catalog; Fluent Bit, its lightweight C-based sibling for edge and container collection; Vector, a Rust-based pipeline owned by Datadog; Cribl Stream, a commercial pipeline for routing and reducing data between existing collectors and SIEMs; and syslog-ng, a long-lived syslog daemon from One Identity.

When an auditor sits down with your team, they don’t ask whether you have a SIEM. They ask you to prove something: show me every privileged access event on this system for the last twelve months, timestamped, complete, and unaltered. Compliance in financial services isn’t a posture; it’s an evidence problem. And the moment you treat your SIEM as the place where evidence lives, you’ve put your audit trail on the most expensive, most volatile, and least complete layer of your stack.

Most security leaders can tell you their SIEM bill to the dollar. Far fewer can tell you, line by line, what they’re paying for. That’s a problem because in financial services, that bill grows faster than the security coverage it’s supposed to buy. Let’s break it down. The bill is a function of volume, and volume is not your friend Ingestion-priced SIEMs charge by how much data you send. That makes your security budget a direct function of log volume.

Windows Event Forwarding (WEF) gives you centralized log collection with tools that ship in every supported version of Windows. There are no agents to deploy and no licenses to buy: a collector server, a Group Policy Object (GPO), and a subscription are enough to start moving events. That makes WEF one of the most accessible routes to getting Windows logs into one place. It also has hard limits in platform coverage, in resource cost, and in the kinds of data it can carry.