MGM Tech
MGM Tech Blog

Applied engineering, without conference-room abstraction.

We publish field notes, architecture decisions and operational lessons on SaaS, cloud, data, observability and AI engineering. The focus is what helps technical teams and founders scale product with less noise and more evidence.

FinOps for cloud without sacrificing performance
Cloud & PlatformJuly 15, 2026· 8 min read

FinOps for cloud without sacrificing performance

FinOps for the cloud reduces waste without cutting capacity. See how to unite costs, architecture, and operations for better decisions in your production SaaS.

Guide to incidents in production without the hype
ObservabilityJuly 10, 2026· 7 min read

Guide to incidents in production without the hype

Production incident guide for SaaS teams: how to respond quickly, reduce impact, organize roles and learn without creating bureaucracy.

Reliability of SaaS systems in practice
ObservabilityJuly 8, 2026· 8 min read

Reliability of SaaS systems in practice

Reliability of SaaS systems requires mature architecture, observability and operation. Understand what really reduces risk and downtime.

Kubernetes vs. serverless: real scalability
Cloud & PlatformJuly 6, 2026· 7 min read

Kubernetes vs. serverless: real scalability

Kubernetes vs. serverless scalability: compare latency, cost, operation and real limits to decide with technical criteria in production.

A resilient architecture guide for SaaS
Cloud & PlatformJuly 4, 2026· 7 min read

A resilient architecture guide for SaaS

SaaS resilient architecture guide to scale safely, reduce failures, control p99, cloud costs and operational risk.

Multi Region Architecture Guide for SaaS
Cloud & PlatformJuly 2, 2026· 8 min read

Multi Region Architecture Guide for SaaS

Multi region architecture guide for SaaS: when it makes sense, practical standards, risks, costs and operating decisions to climb safely.

How to structure an internal SaaS platform
Cloud & PlatformJune 30, 2026· 8 min read

How to structure an internal SaaS platform

How to structure an internal SaaS platform with a focus on autonomy, reliability, cost and real operation, without creating another layer of complexity.

Modern analytics architecture in practice
DataJune 28, 2026· 7 min read

Modern analytics architecture in practice

Modern analytics architecture organizes data, reduces delay and improves governance for SaaS to operate BI, product and AI with predictability.

8 leading causes of downtime in SaaS
ObservabilityJune 26, 2026· 7 min read

8 leading causes of downtime in SaaS

Understand the main causes of downtime in SaaS, how to identify them early and what to do to reduce scale and production impact.

Corporate data governance in practice
DataJune 24, 2026· 7 min read

Corporate data governance in practice

Corporate data governance with a focus on execution: quality, access, security and operation for SaaS, analytics and AI in production.

How to define SLI and SLO without fictional targets
ObservabilityJune 22, 2026· 7 min read

How to define SLI and SLO without fictional targets

Learn how to define SLI and SLO with technical criteria, user focus and viable goals for SaaS operations without falling into empty metrics.

End-to-end observability in practice
ObservabilityJune 20, 2026· 7 min read

End-to-end observability in practice

End-to-end observability connects metrics, logs, traces and business impact to reduce MTTR, cost and risk in SaaS on scale.

Staff Engineer vs Fractional CTO
Technical leadershipJune 18, 2026· 8 min read

Staff Engineer vs Fractional CTO

Staff engineer vs Fractional CTO: understand when each paper accelerates architecture, execution and scale without inflating structure or management.

An operational maturity guide for SaaS
EngineeringJune 16, 2026· 8 min read

An operational maturity guide for SaaS

Operational maturity guide SaaS for CTOs and founders: how to reduce risk, gain scale and evolve architecture without expensive rewrites.

How to reduce API latency in practice
Cloud & PlatformJune 14, 2026· 8 min read

How to reduce API latency in practice

See how to reduce API latency with a focus on p95 and p99, database, cache, network and observability. Less delay, more real predictability.

SaaS platform engineering in practice
Cloud & PlatformJune 12, 2026· 7 min read

SaaS platform engineering in practice

SaaS platform engineering reduces operational friction, improves cost, and reliability without rewriting already critical systems in production.

How to prepare data for AI without creating debt
DataJune 10, 2026· 8 min read

How to prepare data for AI without creating debt

Understand how to prepare data for AI with quality, governance and traceability, without creating technical debt or slowing down the operation.

AWS or Azure SaaS: which makes more sense?
Cloud & PlatformJune 8, 2026· 8 min read

AWS or Azure SaaS: which makes more sense?

AWS or Azure SaaS: Compare cost, operations, data, AI, and governance to decide the right cloud without creating technical debt in the product.

When to rewrite a legacy system
Cloud & PlatformJune 6, 2026· 8 min read

When to rewrite a legacy system

Understand when rewriting legacy system makes sense, what signs to observe and how to avoid an expensive, slow and risky decision.

Data pipeline for noise-free analytics
DataJune 5, 2026· 8 min read

Data pipeline for noise-free analytics

Data pipeline for analytics requires modeling, observability and governance. See how to structure a reliable basis for decisions.

How to reduce cloud costs without slowing down scale
Cloud & PlatformJune 4, 2026· 7 min read

How to reduce cloud costs without slowing down scale

How to reduce cloud costs without compromising performance, reliability and scale. See where to cut waste and where to invest better now.

What a platform engineer does in practice
Cloud & PlatformJune 3, 2026· 7 min read

What a platform engineer does in practice

Understand what platform engineer does, where this role acts and how it reduces friction, cost and risk in SaaS teams that already operate in production.

9 signs of poorly planned cloud architecture
Cloud & PlatformJune 2, 2026· 7 min read

9 signs of poorly planned cloud architecture

See 9 ill-planned cloud architecture signals and understand how they affect team cost, latency, reliability and speed.

How to improve observability in production
ObservabilityJune 1, 2026· 8 min read

How to improve observability in production

Learn how to improve observability in production with useful metrics, logs and traces, less noise and more context to operate safely.

When to hire a Fractional CTO
Technical leadershipMay 31, 2026· 7 min read

When to hire a Fractional CTO

Learn when to hire a Fractional CTO and identify signs of architecture, scale, and operation that require senior technical leadership.

How to scale SaaS safely
Cloud & PlatformMay 30, 2026· 8 min read

How to scale SaaS safely

See how to safely scale SaaS without rewriting everything: architecture, observability, data, costs, and reliable operation in production.

A no-hype Power BI executive dashboard
DataMay 29, 2026· 8 min read

A no-hype Power BI executive dashboard

How to structure an executive Power BI dashboard that shows risk, revenue and operations without noise, with reliable data and real use of leadership.

Is Azure Data Factory Consulting worth it?
DataMay 28, 2026· 7 min read

Is Azure Data Factory Consulting worth it?

Azure Data Factory consultancy to structure pipelines, reduce failures and scale data with governance, controlled cost and real execution.

Is Databricks consulting in Brazil worth it?
DataMay 27, 2026· 7 min read

Is Databricks consulting in Brazil worth it?

Databricks Brasil consultancy for companies that need to structure data, reduce costs and put analytics and AI into production with less friction.

AI engineering for enterprises without the hype
AI engineeringMay 26, 2026· 8 min read

AI engineering for enterprises without the hype

AI engineering for enterprise requires ready data, observability, governance and secure rollout. Less pretty pilot, more stable production.

Data analytics for SaaS without the hype
DataMay 25, 2026· 8 min read

Data analytics for SaaS without the hype

Data analytics for SaaS with a focus on product, revenue and operations. Learn what to measure, how to model data, and where to avoid technical debt.

Modern data architecture in practice
DataMay 24, 2026· 7 min read

Modern data architecture in practice

Modern data architecture requires less theory and more operation: scale, governance, cost, analytics and real foundation for AI in production.

Data engineering consultancy in practice
DataMay 23, 2026· 7 min read

Data engineering consultancy in practice

Data engineering consultancy for SaaS that needs to scale with governance, reliable pipelines, cost under control and AI-ready data.

Is Fractional CTO for startups worth it?
Technical leadershipMay 22, 2026· 8 min read

Is Fractional CTO for startups worth it?

Fractional CTO for startups helps to scale product, cloud and team with practical seniority, without inflating structure or slowing down execution.

Observability consultancy in practice
ObservabilityMay 21, 2026· 7 min read

Observability consultancy in practice

Observability consultancy for SaaS in production: less guesswork, more visibility into latency, errors, cost and real reliability.

AWS and Azure cloud architecture without guesswork
Cloud & PlatformMay 20, 2026· 8 min read

AWS and Azure cloud architecture without guesswork

AWS Azure cloud architecture requires clear technical choices to scale with true cost, resilience, observability, and governance.

Is Kubernetes Consulting for SaaS worth it?
Cloud & PlatformMay 19, 2026· 7 min read

Is Kubernetes Consulting for SaaS worth it?

Understand when Kubernetes consultancy for SaaS makes sense, what to review in the cluster and how to gain scale, cost and reliability.