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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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Personal Jul 10, 2026 · 9 min read

What Parental Leave Actually Does to Your Technical Edge (And How to Get It Back)

What Parental Leave Actually Does to Your Technical Edge (And How to Get It Back)

I took twelve weeks of parental leave this spring. Before I left, I had the same quiet anxiety I suspect most engineers have about stepping away for that long: that the industry would move without me, that I would come back to a codebase and a Slack full of context I did not have, and that I would spend my first month back just catching up instead of contributing.

Some of that turned out to be true. Most of it did not happen the way I expected.

The anxiety is mostly about status, not skill

Here is the thing nobody tells you before you go: the technical skills do not degrade in twelve weeks. Kubernetes did not change its API. PostgreSQL replication did not become a different discipline. The mental model you have built over years of doing this work is durable in a way that is easy to forget when you are sleep deprived and holding a two month old at 3am wondering if your team has shipped something you will not understand.

What actually erodes is situational awareness. Not "can I still write a reconciliation job," but "what changed in the three sprints I missed, who moved teams, which incident happened while I was out and what did we learn from it." That is a much smaller and more recoverable problem than "I am falling behind technically," but it does not feel smaller in the moment.

I say this because the framing matters. If you go into leave believing your skills will decay, you will spend your leave anxious and your return apologetic. If you understand that what you are actually missing is context, you can plan to recover context specifically, instead of trying to re-learn your entire field in your first week back.

What I did during leave, and what I would not do again

I want to be honest about this part because I think a lot of advice here is dishonest in one direction or the other. Some people will tell you to fully disconnect and not think about work at all. Some people will tell you to keep coding on the side to stay sharp. I did a version of both and I think the honest answer is more specific than either.

I did not write code during leave. I want to be clear about that, because early on I felt a pull to keep a side project going "so I would not fall behind," and I am glad I did not follow through on it. A newborn does not respect your sprint planning, and trying to protect focused coding time during leave mostly produced frustration and half-finished branches, not sharpness.

What I did do, in small amounts and mostly one-handed while nursing was happening on the other arm, was read. Not documentation, not tutorials -- just enough industry reading to keep a map of what was moving. A release announcement here, a conference talk summary there. Fifteen minutes some days, nothing other days. The goal was not learning. The goal was making sure that when I came back, I would recognize the shape of what had changed even if I had not absorbed the details.

I would keep this part. What I would drop, if I did this again, is the guilt I felt on the days I read nothing at all. Some weeks of early parenthood do not have fifteen spare minutes, and treating that as a personal failure rather than a normal feature of the period was not useful.

The return is a context-loading problem, not a competence problem

When I came back, I treated my first two weeks explicitly as a context-loading exercise rather than a productivity period, and I told my manager that in advance. That framing did a lot of work. It meant I was not quietly panicking about not shipping anything in week one. It meant the team knew to over-explain rather than assume I would pick up references.

Concretely, this looked like:

Reading the last three months of incident postmortems before doing anything else. Not because I needed to memorize them, but because postmortems are the fastest way to understand what actually broke and what the team actually decided to change, which is a better signal than reading commit history.

Asking for a deliberate thirty minute sync with my closest collaborator, not to be walked through tickets, but to ask "what has changed about how we work, not just what we are working on." Process changes are invisible in code review and easy to miss if you only look at what shipped.

Picking one small, well-scoped piece of work for the first week back rather than jumping into whatever felt most urgent. The instinct after leave is to prove you are still valuable by taking on something substantial immediately. I think this instinct is wrong. A small, well-understood task rebuilds the muscle of finishing things and shipping code in the current state of the codebase, which matters more in week one than raw output.

What surprised me

The thing I did not expect was how much clearer some architectural decisions looked with fresh eyes. There is a real phenomenon where being embedded in a system daily makes you blind to its rough edges, because you have built up tolerance for them one incremental compromise at a time. Coming back after twelve weeks away, a few things that the team had quietly accepted as normal looked obviously wrong to me in a way they would not have if I had never left. I do not think this offsets the cost of the time away. But it is a real and underdiscussed benefit of a genuine break, and I would not have believed it if I had not experienced it directly.

The other thing that surprised me was how much of my "staying current" anxiety was really about not wanting to feel like I needed help. Financial services engineering culture, in my experience, rewards people who project constant competence. Coming back and needing someone to explain what changed felt, at first, like an admission of falling behind. It was not. It was just what returning from twelve weeks away actually requires, and the engineers who handled it best on my team were the ones who asked directly instead of trying to quietly reconstruct months of context from Slack scrollback.

If you are about to go on leave

Do not try to prevent the gap. You cannot, and trying will cost you more of your leave than it saves you on the other side. Instead, plan for the return specifically: agree with your manager in advance that your first one to two weeks back are for context recovery, not output. Identify one person who will give you the honest, condensed version of what changed, rather than trying to reconstruct it yourself from tickets and commit logs. And go into it expecting that your judgment, not your syntax knowledge, is the thing that was never actually at risk.

The industry did move while I was out. It always does. But it did not move so far that a competent engineer with a good context-recovery plan could not catch up within a couple of weeks. That was the part I actually needed to hear before I left, and it is the part I am passing on now.

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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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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

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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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