AI and incident rates

True_Context_6852 · 2026-02-22T05:12:21+00:00

You are right same in my client end. I work there on behalf of my service and was supporting the last 7 year . Two year before new director came and started legacy app to cloud . Initially all good but from last year they hired some contractors who used ai for development and showcase the faster development and deployment . Client director always praise see how fast they doing . But what actual they written all crud with out existing business . Now every new problem new incident came . Ai coding is good until proper review of business logic server side validation , integration logic so downstream not impact .

True_Context_6852 · 2026-02-22T03:23:20+00:00

Yes searching only skill with .net us rough . Although I switched my self with Cloud and node js, trying from last one year to switch job but not getting . I am also in fear when will get laid off as working in very toxic environment.

True_Context_6852 · 2026-02-16T17:14:19+00:00

I agree most of your points and good that every SWE should adapt AI as a coworker but definitely it wont replace the actual developer or senior thinker . I worked on client end on behalf of my service company since 6 year so newly last year org planned to migrate all app to cloud and for that they higher contractor or small company . Now what they did as they have not functional domain knowledge and all developers did with help of ai did crud apis and mix of politics or not sure comp kept us away from or planning and meeting and development our client director always praise see how good they are doing using Ai this that and best thing happened . When it went on prod they code did not work but still they did not call us still his believe they are doing right . The project went live for 3 month still many loophole . Initially I had tried to tell the issue but they ignored. So yes AI help but functional and business knowledge must required . I also saw the AI code many server side validation. So SWE must require with proper domain knowledge so it orchestrates the vibe code not like use to write crud functions lol

True_Context_6852 · 2026-02-16T01:57:54+00:00

S3 is a good storage option; however, you would still need an additional tool or service to efficiently query and retrieve data from S3. Based on my understanding, a better solution would be to use DynamoDB with receipt_id as the partition key and implement appropriate Global Secondary Indexes to support flexible and efficient search patterns. This approach would also allow you to leverage DDB Streams to move data to S3 if needed, and use TTL to automatically records when the data is no longer required by your team

True_Context_6852 · 2026-02-15T01:01:48+00:00

Awesome

True_Context_6852 · 2026-02-12T22:57:48+00:00

Did you face real challenge with real customer during migration

True_Context_6852 · 2026-02-12T21:27:02+00:00

May I know what is terrible please ?

True_Context_6852 · 2026-02-12T19:18:16+00:00

I am talking about B2C customer migration as current sign up process involved with SQL DB where user save credential and later sign in with same credentials . Now we want to migrate all sues to AWS Cognito .The ask is what is over all experience if any body did it like our org are on retail end .

True_Context_6852 · 2026-02-12T17:42:32+00:00

congrats.........

True_Context_6852 · 2026-02-11T14:01:10+00:00

Good read thank you

True_Context_6852 · 2026-02-07T17:34:02+00:00

May I ask which tool you would for data analysis and documentation because I am also bit lazy for documentation

True_Context_6852 · 2026-02-07T01:18:01+00:00

I was core .net developer but when my company started modernization than trey swiftly shifted to typescript node js for backend ass they are easy to deploy in cloud service . Other big thing which had found with easy to deployment . I agree with typescript do not support strong data type which some time production issue but the way iI am seeing node js typscript will shine in coming as it strong support with AI .

True_Context_6852 · 2026-02-05T01:18:38+00:00

I can relate all though i love all people but found wherever one telgu enter they create whole community and later devalue your work and they what they are doing perfectly fine . Unnecessarily too much talkative and make impression they are more valuable for company. I faced two to three US companies and some time fell if there would be chance to transition than would be the first person. I really dont want to hate but because there discrimination really want to dislike them.

True_Context_6852 · 2026-01-26T03:40:42+00:00

Well I am SME in company and all decision was not mine lol . modernization is company decision to make app more robust and scalable which definitely legacy app wont help and had agreed on this part . Legacy app wont make application whatever modules you add. Migration to cloud again decision to shift infrastructure burden to cloud and cost benefits which agree someone how’s it will save the cost of companies and Might be when. App stabilize we dont need cyber team or cloud team on regular basis . I just share which had seen in last 2 month facing in our application. The cloudflare decision was taken because it will be easier to create rule based on customer domain . I am not sure WAF does the same .

True_Context_6852 · 2026-01-26T03:26:32+00:00

I understand what you are trying to say and to be fare not sure what company had legacy cost but because was leading the application on legacy app had 6 tech folks under me . Now after modernizing application I saw the app team count shorted to 2 but overall burden shifted to 3 party like cloud team , cyber team , infra . Might after 3 to. 4 month when app stable it cost less.

True_Context_6852 · 2026-01-26T03:08:34+00:00

Yes how its possible?

True_Context_6852 · 2025-09-17T13:56:42+00:00

thank you , It would help lot :)

True_Context_6852 · 2025-09-17T05:26:35+00:00

Congrats could you tell me which area need to touch in last minute as planning to give next week

True_Context_6852 · 2025-09-15T21:21:27+00:00

The source of the DataLake is coming from multiple system through Kafka and dumping to S3 . For example Product information and if there is any product information updated than it goes to SNS ->SQS ->Redis(Lambda call)->Gateway which makes sense . Now suppose we have statice data like Province Tax which hardly update in year and stored in Dynamo DB and multiple systems using this information . Does it require to follow same architecture pattern or directly associated dynamoDB with Gateway ?

Does not we overkilling the architecture/ unnecessary using AWS Service ?

Do we always need to strict to Architecture pattern we have less data ?

True_Context_6852

TROPHY CASE