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ScaleCloud
SRE & observability practice

Run with SLOs & telemetry

ScaleCloud's SRE & observability practice implements site reliability engineering with SLOs, error budgets, full-stack observability, and error budgets — measuring what matters, alerting on symptoms, and running services with engineering discipline.

99.99%
Uptime SLO
15m
MTTR
100%
Instrumented
30 days
First SLO
SLOs Error Budgets Metrics Traces Logs Alerting Dashboards Runbooks
SLO-Driven

Reliability measured with SLOs.

Full-Stack

Metrics, traces, and logs unified.

Smart Alerting

Alert on symptoms, not noise.

Fast MTTR

15-minute mean time to restore.

SLO-driven
Full-stack
Smart alerting
Fast MTTR
SRE Control Plane
LIVE
0.00%
Uptime
0%
MTTR
0.0K
SLOs
Request Rate +24%
Delivery Pipeline
Instrument
SLO
Alert
Respond
Live Activity
24/7
SLO met trace captured alert fired incident resolved SLO met trace captured alert fired incident resolved
SLO 'checkout-availability' at 99.97% — within budget1m
trace captured — checkout-api P99 85ms3m
alert fired — payments-svc error rate 0.5%6m
incident resolved — payments-svc, 12m MTTR18m
Uptime
99.99%
SLO target
MTTR
15m
Mean restore
SLOs
60+
Tracked
Alerts/day
12
Actionable
Coverage
100%
Instrumented
Error Budget
72%
Remaining
Region Health
3/3 OK
checkout-api85ms
payments-svcdegraded
inventory-svc120ms
1 · Full-Lifecycle SRE Expertise

Full-lifecycle SRE & observability expertise

From instrumentation to incident response — select a lifecycle stage to see the focus areas, deliverables, and tooling we bring.

Stage 1 of 6100% coverage
Stage 1

Instrument

100% coverage

Instrument services with OpenTelemetry metrics, traces, and structured logs.

Focus areas
  • Metrics
  • Traces
  • Logs
Deliverables
  • OTel instrumentation
  • Metrics
  • Traces
  • Logs
Tooling
OpenTelemetryPrometheusJaeger
2 · ScaleCloud SRE & Observability Services

Ten services across the SRE lifecycle

A complete SRE & observability practice — select a service to explore the outcomes and where it fits.

Observability Instrumentation

Instrument services with OpenTelemetry metrics, traces, and logs.

100% coverage
What you get
  • OTel
  • Metrics
  • Traces
Explore capability
3 · SRE & Observability Ecosystem

Depth across every SRE domain

We deliver across the full SRE & observability portfolio — select a domain to see what it covers and where it fits best.

Telemetry

6 services

Metrics, traces, and logs with OpenTelemetry.

Services we deliver
OpenTelemetry Prometheus Jaeger Loki Tempo Fluent Bit
4 · Enterprise SRE Reference Architecture

An SLO-driven observability architecture

Instrumentation, telemetry, SLO, alerting, response, and improvement layers. Select a layer to explore its components and design principles.

Architecture Layers

Telemetry Layer

Full-stack

Metrics, traces, and logs backends.

Components
PrometheusJaeger/TempoLokiFluent BitStorageRetention
Design principles
  • Scalable
  • Queryable
  • Retained
5–7 · Instrument, SLO & Alert

How we deliver SRE & observability

Select a track to explore our approach — instrumentation, SLO design, and alerting.

Delivery tracks

Instrumentation

100% coverage

Instrument services with OpenTelemetry metrics, traces, and structured logs.

What's included
  • OpenTelemetry SDK setup
  • Metrics instrumentation
  • Distributed tracing
  • Structured logging
  • Auto-instrumentation
  • Custom spans
  • Trace correlation
  • Log aggregation
Tooling
OpenTelemetryPrometheusJaegerLoki
Outcomes
100% coverage Full traces Structured logs
8–11 · SRE Capability Depth

SRE & observability capability depth

Seven capability areas with detailed features — select an area to explore each component and what it delivers.

Telemetry

Metrics, traces, logs.

Metrics
  • Prometheus
    Metrics scraping
  • RED/USE
    Metrics methods
  • Histograms
    Latency dist
Traces
  • OpenTelemetry
    Distributed traces
  • Jaeger
    Trace backend
  • Tempo
    Trace store
Logs
  • Loki
    Log aggregation
  • Fluent Bit
    Log forwarder
  • Structured
    JSON logs
12 · Assessments to Get Started

Start with a focused SRE assessment

Three assessments that turn reliability ambition into an SLO-driven plan.

Observability Assessment

Assess observability coverage, telemetry gaps, and instrumentation readiness.

Duration: 2–3 weeksRequest Assessment

SLO Design Assessment

Assess SLO readiness, SLI candidates, and error budget model.

Duration: 1–2 weeksRequest Assessment

Incident Response Assessment

Assess incident response, MTTR, runbook coverage, and on-call readiness.

Duration: 1 weekRequest Assessment
13 · SRE Outcomes

Outcomes our SRE engagements deliver

99.99% Uptime SLO

SLO-driven reliability with error budgets that align engineering and business priorities — 99.99% uptime measured, managed, and improved.

15-Minute MTTR

Smart alerting, runbooks, and incident response that achieve 15-minute mean time to restore — with blameless post-incident reviews.

Smart Alerting

Symptom-based and SLO burn-rate alerting that reduces alert noise by 80% while catching real issues faster.

14 · Continue Across the SRE Ecosystem

Continue across the SRE ecosystem

Explore related services — select one to see its strengths and where it fits.

DevOps

Delivery pipeline for reliability.

Key strengths
  • CI/CD
  • IaC
  • Automation
Explore
15 · Insights From Our SRE Engineers

Insights from our SRE engineers

Field-tested perspectives on SLOs, alerting, and incident response — with author and read time.

SLOs

SLOs That Align Engineering and Business

How to design SLOs and error budgets that align engineering priorities with business expectations.

SRE Practice 9 min read
Read insight
Alerting

Alerting on Symptoms, Not Noise

Designing symptom-based and SLO burn-rate alerts that reduce noise by 80%.

SRE Team 8 min read
Read insight
Incident

Achieving 15-Minute MTTR

Runbooks, on-call, and post-incident reviews that drive MTTR from hours to minutes.

SRE Team 7 min read
Read insight
Telemetry

OpenTelemetry in Production

Instrumenting 120 microservices with OpenTelemetry traces, metrics, and logs.

SRE Team 8 min read
Read insight
Toil

Eliminating Toil with Automation

Identifying, classifying, and automating toil to free engineering capacity for innovation.

SRE Team 6 min read
Read insight
16 · Frequently Asked Questions

Answers to common SRE questions

SRE (Site Reliability Engineering) is an engineering discipline that treats operations as a software problem — using SLOs, error budgets, automation, and observability to achieve reliable services with engineering rigor rather than manual toil.

SRE Readiness Score

Your SRE & observability readiness at a glance

33%
2 of 6 steps done
Ready to accelerate
Telemetry Instrumented
SLOs Defined
Dashboards Live
Smart Alerting Active
Runbooks Written
15m MTTR Achieved
  • Free 30-minute consultation
  • 30-day first SLO
  • NDA available on request
  • No obligation, no pressure
Speak with an SRE Engineer
SRE engineers available now

Ready to run with SLOs & telemetry?

Book a consultation with our SRE engineers and implement SLOs, error budgets, full-stack observability, and smart alerting for 99.99% uptime and 15-minute MTTR.

99.99%
Uptime SLO
15m
MTTR
100%
Instrumented
−80%
Alert noise
Free 30-min consultation 30-day first SLO NDA on request

Implement SRE with SLOs, error budgets, full-stack observability, and smart alerting for 99.99% uptime and 15-minute MTTR.

Instrument
SLO
Alert
Respond
Book a Consultation

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