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I am pretty passionate about Reddit. In a world where media is biased and polarized, Reddit threads gives me a sense of how local communities view the world. It helps me get grounded in reality of what different cadres of people are thinking by browsing different communities. Reddit is very engaging, as in, you can comment and instantly receive feedback. While there is a lot of "internet hate" and "misinformation" in Reddit communities and threads as well, looking at a wider spectrum of communities within Reddit, especially the differing ones, helps you form a less polarized and biased opinion. I prefer contributing by asking open-ended questions and if I have an opinion, posting it respectfully as a question. I also respond to scientific minded questions that I have qualifications to answer. By selectively responding and answering questions with some due diligence, I keep the communities I am a part of thriving and truth-based.

I was having a team member, who was technically strong, but when it came to gelling with the team members, he was having problems. His comments/feedback for the technical artefacts, or for ones understanding of a problem, was showing people in a bad light. Team members were apprehensive, working with him. People started to unplug themselves while that person was around. I could sense that, the team’s engagement had started to wane. If that had continued, we were at risk of losing that person from the team.

I initially un-plugged him from the team discussions and meetings and started to have a daily sync-ups with him. Sensitised him about working as a team and how successful teams thrive in the organisation. Made him enrol for some trainings like - Seven habits of highly effective people. Recommended that training mainly because of the focus it lays on - personal change, collaborations with the team etc.

Then he started to show empathy towards the team members, started to mingle with team, started to give constructive feedbacks for the technical contributions and started to show respect to the fellow team members. The bridge that was created, started to disappear. And we finally made him part of all the discussions and meetings and today, he is one of the go-to person in the team.

I believe my biggest achievement is building a high performing team amongst a lot of chaos. I started as an engineering manager for replenishment team, soon due to restructuring I was asked to lead a different BU called Parcel and I was given the team from scratch, 8 months into this I heard the leadership is deciding to put Parcel on KTLO and give me a new tier 1 service called channels. This service was highly unstable with a lot of issues and tech debt. This service was transitioned among 4 engg manager in past three years (4th me). 

TASK

My job was to do a successful transition of this service and keep the team motivated

Actions

- When I got to. know about Parcel KTLO and having a new product under me, I wanted to ensure this is communicated to the team clearly with empathy and I wanted to ensure the team that this will only benefit their growth

- I started with a team meeting, shared a couple of wins that we did in parcel, shared even though we did so much, Parcel is being put on KTLO for various xyz reasons.

- I told them every crisis situation is an opportunity and by channels coming under us, we can showcase that even the toughest of the services can be maintained if the tech debt is continuously addressed

- Post team meeting I kept 1:1 with every member and listened them, helped answer their questions

- A couple of team members did share that they felt proud about what they developed in Parcel and were feeling sad that it was going in KTLO.

- I shared that products coming in KTLO happens sometime and this in no way reflects the teams performance, infact our teams reputation is very good amongst the leaders thats why they have given us the most important service (which is also in the worst shape)

- Under previous engg managers there was minimal to no improvement in the service on tech and product side because they were busy fixing on call issues

- I worked with the team to fix this by assigning ywo people to on call and rest two on fixing the issues from root cause. 

- In a couple of months this gave us brwating space since the oncall issues reduced directly impacting reduction in customer queries

- We got appreciated by leadership for this

Result

- Team members were highly motivated

- Learnt a lot

- Got appreciated by leadership for this hard works

In my first month at Fast Enterprises, I’d focus on understanding the system architecture, security policies, and compliance standards. I’d build relationships, troubleshoot configurations, contribute to small tasks, and optimize server performance. Additionally, I’d seek mentorship, refine my technical skills, and proactively prepare for future responsibilities within the team.

l, I initially built automation scripts for trade reconciliations and reporting using standalone Python and UNIX-based cron jobs. These worked well for smaller data volumes, but as our operations scaled across global teams in London, Hong Kong, and the Bahamas, performance and maintainability became a bottleneck.

I realized I needed to adapt my workflow to better support large-scale, distributed processes. So, I changed how I worked by migrating critical pipelines from PostgreSQL and flat scripts into a more robust ETL framework using Databricks and Delta Lake. I restructured batch processes into streaming jobs and modularized the Python code to be production-grade. I also started using Kafka and Kubernetes to improve system reliability and orchestration.

The accomplishment that I am most proud of is when my manager asked me to move to Malaysia to set up a new Factory and the Operations department in Kuala Lumpur.

It was my job to get all licenses and permits required to allow our factory to run under the country's regulations. I had to define the different roles needed like Product, Process, Quality, and Planning engineers. In addition, it was also my responsibility to manage the transfer of 3 different product lines from China to Malaysia.

To make that happen, I kicked off the project with the stakeholders to define the goals, budget, and plan for the opening of the new factory. I defined all milestones, and I collaborated with HR team to define the total HC needed, the different roles, the timeline for each incorporation, and the budget. With the Legal department, I worked closely to get the licenses and permits required for our company to operate in Malaysia. Together with the Operations team, I worked on the factory layout, material readiness, staff training, and the assembly lines transfer plan from China to Malaysia.

After 9 months of deep collaboration with cross-functional teams, I completed the project on time and within budget. It was a great learning opportunity that challenged my program management and leadership skills. Finally, the transfer resulted in a cost down of 5% for our customer in the products transferred to Malaysia.

When buildling the next generation instance, during the planning phase I budget the amount of servers we will launch the product with. Given each server cost was over 2 million dollar I biased to towards frugality and provided a bare minimum number of server we could launch with. But what I completely missed was during the developement some servers will end up in bad state and the engineering team will short of servers to test the software and firmware getting built which made meeting the project timeline riskly and heavily dependent on delivery schedules of servers and them staying healthy. This quickly became a bottleneck that I realized. I quickly put togther a plan to request adittional server and provide a detailed breakdown on where and how these would be used during and after developement. Synced with the hardware and ODM team and executives to get a approval and ordered the parts to get the servers and racks build at ODM. 

I am pretty passionate about Reddit. In a world where media is biased and polarized, Reddit threads gives me a sense of how local communities view the world. It helps me get grounded in reality of what different cadres of people are thinking by browsing different communities. Reddit is very engaging, as in, you can comment and instantly receive feedback. While there is a lot of "internet hate" and "misinformation" in Reddit communities and threads as well, looking at a wider spectrum of communities within Reddit, especially the differing ones, helps you form a less polarized and biased opinion. I prefer contributing by asking open-ended questions and if I have an opinion, posting it respectfully as a question. I also respond to scientific minded questions that I have qualifications to answer. By selectively responding and answering questions with some due diligence, I keep the communities I am a part of thriving and truth-based.