Instagram & Proxies
Instagram Ads proxies vs automation proxies: they are not the same
Why proxy choices for Instagram Ads and Instagram automation diverge once you care about stability and traceability.
Notes / esedark
Architecture, automation, AI and product decisions. Technical detail with the business still in view.
Instagram & Proxies
Why proxy choices for Instagram Ads and Instagram automation diverge once you care about stability and traceability.
Scraping & Leads
How to extract public contact data from listings without turning your lead pipeline into a noisy cleanup job.
Scraping & Leads
How to structure production scraping with queues, worker isolation and retries that do not create chaos.
Scraping & Leads
Choose data delivery around the receiving workflow, agree a sample and verify acceptance before commissioning an integration.
Costs and decisions
How I scope and compare software and automation quotes: testable deliverables, dependencies, maintenance and the decisions to make before hiring.
Scraping & Leads
How to evaluate lead deduplication: entity identity, false matches, human review and acceptance criteria for a CRM integration.
Instagram & Proxies
When mobile proxies help Instagram operations and when they only add cost and confusion.
CTO and software planning
A decision record to separate evidence from assumptions, verify dependencies and decide whether a software project is ready for development.
Infra & DevOps
How to choose the right process manager for Node.js and Laravel without creating restart and logging chaos.
Infra & DevOps
The minimum monitoring stack that catches real incidents without training your team to ignore alerts.
Social Bots & Automation
How account farms, social agents and automation systems help brands listen, act and sell without becoming spam.
Applied AI
How AI agents reduce manual work, lower costs and turn repetitive business processes into systems.
Your next move
A product idea, a manual process or a system you have outgrown. Start with the problem; we can figure out the technology.
Let’s look at your project