Financial Infrastructure · DevOps · Boston

Engineering inside
financial services.

Ten years across private equity, retail, and asset management. Real technical experience covering infrastructure, cloud, security, and trading systems. Written plainly to help other engineers navigate this world.

Michael Harlow
Michael Harlow // sys.ghost  ·  Boston, MA
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Finance Tech Mar 28, 2026 · 9 min read

The Infrastructure Debt Nobody Talks About in Asset Management

The Infrastructure Debt Nobody Talks About in Asset Management

Technical debt is a well-understood problem in software engineering. It refers to the future work created by taking shortcuts today. You build something quickly and imperfectly, and you accumulate "debt" that you have to pay back later in the form of refactoring, fixes, and rewrites.

Every engineer knows this concept. There's a whole vocabulary around it.

What I want to talk about doesn't have a good name. I call it operational debt, though I'm not sure that's quite right either. It's the knowledge that lives in people's heads and nowhere else. The processes that exist only as muscle memory. The system behaviours that the current team knows but couldn't explain if you asked them to write it down.

In asset management, this kind of debt is everywhere. And unlike technical debt, it doesn't show up in any audit, review, or risk register until the person carrying the knowledge leaves.

What it looks like in practice

Here is a real example, anonymised.

On the third Friday of every month, a derivatives pricing job runs at 11pm. It takes about 40 minutes normally. If it runs longer than 90 minutes, the morning settlement will fail, because another job depends on it completing before a certain window. If the morning settlement fails, the operations team has a bad day and so does everyone else.

I know this because a colleague who has since left the firm told me, over lunch, in 2023. One conversation. Not in a runbook. Not in a monitoring alert. Not in the job's documentation. In my head.

If I left tomorrow, nobody would know. The job would still run on the third Friday. And one month, it would run long, and the settlement would fail, and people would spend a frantic morning figuring out why.

That's operational debt.

Why financial services is particularly exposed to this

Three reasons, in my experience.

The first is stability bias. Financial firms keep systems running for a long time because changing them is risky and the cost of an outage is high. A trading platform built in 2015 and running stably since 2018 is a platform nobody wants to touch. The people who built it are still around, carrying the knowledge of its quirks, and there has never been enough pressure to extract that knowledge because nothing has broken.

The second is production pressure. When something breaks in a trading or settlement environment, you fix it fast. You do not, in that moment, open a documentation page and write a careful post-mortem. You tell yourself you'll do it later. You usually don't.

The third is the nature of the knowledge itself. A lot of operational knowledge is procedural and contextual - it's not just "do this," it's "do this because of this history, except on the third Friday, and except when this other system is in this state." That kind of knowledge is genuinely hard to document because it's intertwined with context that the person carrying it has accumulated over years.

The "weird Fridays" document

About two years ago I started keeping what I call a weird Fridays document. Every time something surprised me in production - even a small surprise, even something that resolved itself - I write it down. Five minutes. What happened, what I expected, what was actually happening, what I did.

It has become, over two years, the most useful single document I maintain. I've shared it with every engineer who has joined my team. When someone is on call for the first time, I send them the document before their first weekend.

It does not pay down operational debt quickly. But it stops it from compounding, which is the more dangerous problem.

The second thing that helps

When I fix something non-trivial in production, I spend 15 minutes writing the alert that would have caught it. Not a full post-mortem. Just: what metric would have indicated this was about to happen, and what threshold would have triggered a useful alert?

Sometimes I can't write that alert. The failure mode doesn't have a clean metric. But often I can, and the monitoring system is measurably better than it was two years ago specifically because of failures that would previously have left no trace.

The goal isn't to eliminate surprises entirely. It's to ensure that each surprise leaves the system slightly more observable than it was before.

The best time to document a runbook is five minutes after an incident, while you're still slightly annoyed and all the details are fresh. Not next week. Not in the quarterly infrastructure review. Now.

That's the only advice I have that I actually follow consistently. Write it while it's fresh. Everything else I've tried requires a discipline that I consistently fail to maintain. Writing it fresh doesn't require discipline - it's basically automatic if you build the habit, because you're annoyed and you want to make sure it doesn't happen again.

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Hey, I'm Michael Harlow.

Senior Systems Engineer · Boston, MA · Writing as sys.ghost

I have spent over a decade building and maintaining infrastructure at the intersection of technology and financial services. My career has taken me through three distinct sectors -- technology, private equity, and asset management -- and each one changed how I think about what reliable infrastructure actually requires.

I started in general IT, which is where most engineers who did not go straight into software end up. Data centers, networking, on-call rotations, learning to label cables properly because unlabeled cables are a promise that someone else will suffer later. The work taught me that almost every sophisticated system is, one layer down, a collection of unglamorous fundamentals that either hold or do not. I still believe that. I still label everything.

Private equity came next, and it was a different world. The infrastructure stakes there are less about uptime and more about data integrity. When deal teams are making acquisition decisions based on data you are responsible for, and when a due diligence process has a hard deadline that does not move regardless of what broke overnight, your relationship with reliability changes. A wrong number in an LP report does not cause an immediate incident. It causes a conversation in a partner meeting six weeks later, and by then you need to reconstruct what happened from imperfect records. I became obsessive about data provenance in PE and I have not stopped.

For the past several years I have been in asset management, supporting trading and investment operations infrastructure. This is the environment I find most technically interesting. The compliance requirements are demanding, the legacy systems have long institutional memories, and the tolerance for operational errors is genuinely low -- not just in terms of business impact, but in terms of regulatory consequence. When markets are open, there is no fixing it after the weekend.

I started Packet & Profit in January 2026 because I kept looking for the kind of writing I wanted to read and finding it mostly did not exist. There is a lot of content for engineers online. There is much less written by engineers working specifically inside regulated financial services firms, being honest about what that actually involves day to day. The compliance conversations, the legacy constraints, the incident management in front of stakeholders who measure downtime in dollars per minute. That is what I write about here.

Outside of work I have been running a Saturday morning robotics course at my local YMCA for kids aged 10 to 14. It is one of the better decisions I have made.

Certifications

Red Hat Certified Engineer (RHCE)
Certified Kubernetes Administrator (CKA)
AWS Solutions Architect -- Associate
CompTIA Security+
HashiCorp Vault Associate

My Stack

RHEL / Ubuntu
Kubernetes
OpenShift
Terraform
Ansible
Prometheus
Grafana
Python / Bash
AWS / Azure
Cisco / Palo Alto
PostgreSQL
Redis
HashiCorp Vault
Fluent Bit
Helm
ArgoCD

Career

2022 -- Present
Senior Systems Engineer, Asset Management -- Boston, MA
Leading infrastructure for trading operations and investment management systems. Responsibilities span network security, cloud migration strategy, Kubernetes platform engineering, and incident response. Deeply involved in T+1 settlement infrastructure work and the shift from overnight batch processing to near-real-time event-driven architecture.
2018 -- 2022
Systems Engineer, Private Equity -- Boston, MA
Built and maintained data infrastructure supporting deal teams, portfolio monitoring, and investor reporting. Managed infrastructure through multiple due diligence cycles with hard deadlines and high data integrity requirements. Led a major data platform migration from on-premises to cloud-hosted infrastructure, including security controls satisfying LP and regulatory requirements.
2015 -- 2018
Infrastructure Engineer, Retail Technology
Supported inventory management, real-time pricing, and supply chain integration systems across a high-SKU retail environment. Operated under peak load conditions where scale was a concrete engineering problem rather than an abstract one. Built out monitoring and alerting infrastructure from scratch and managed a full data center relocation.
2013 -- 2015
IT Engineer, Technology Sector
Established the professional fundamentals: data center operations, network infrastructure, endpoint management, and the on-call rotations that teach you more about system fragility than any textbook. Developed an appreciation for cable labeling that has never left me.

Get in Touch

If you are an engineer working in financial services, curious about the career path, or have a question about something I have written, I would genuinely like to hear from you. Use the and I will get back to you. If something here has been useful, a coffee is always appreciated.

A note on anonymity: I write under my own name but keep my current employer private. The financial services industry is small, the regulatory environment is real, and I want to write honestly without those constraints. All incidents and case studies on this site are anonymised. The technical content is real; identifying details are not.
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Contact

Whether you are an engineer in financial services, have a question about something I have written, or just want to say hello - feel free to reach out. I read everything.

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Last updated: April 2026

Packet & Profit is a personal blog written by Michael Harlow, a Systems Engineer based in Boston, MA. The views expressed here are entirely his own and do not represent those of any employer, client, or organisation he is affiliated with.

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This site discusses financial services technology, investment management infrastructure, and related engineering topics from a technical practitioner's perspective. Nothing published here is financial advice, investment advice, or a recommendation to buy, sell, or hold any security, asset, or financial instrument. The author is not a registered financial adviser, broker, or investment professional.

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