Observability and Site Reliability Engineering | Anexia

Observability & SRE
Plenty of technical metrics are available, yet problems are only reported by customers and causes can only be narrowed down with considerable coordination effort. With observability engineering, we offer you a user-centred view of reliability with traceable fault paths and prioritised improvements.
Define operational questions before selecting signals
Our offering is aimed at CTOs and heads of operations with business-critical digital services. For companies in Germany, Austria and Switzerland, we plan site reliability engineering based on the existing systems and the collaboration required.
For reliability engineering, we determine which questions the responsible team has to answer in everyday work. Is an important user path working? Where does a delay occur? Which change preceded an incident? Metrics, logs and traces are selected to match these questions. Collecting as much data as possible does not in itself create better diagnostic capability.
In SRE implementation, we connect technical components with business-relevant services. A green infrastructure status can coexist with a failed ordering process. For observability engineering, suitable signals are therefore planned along the actual user flow. At the same time, we consider the effort, protection requirements and costs of data collection. Particularly detailed data must serve a traceable purpose. Acceptance is based on agreed operational questions and selected fault situations. The team should be able to narrow down causes and derive a suitable next step. In this way, site reliability engineering provides a usable basis for reliable operations and links technical observation with specific decisions.
Scope of services for observability engineering
The agreed scope for reliability engineering can include the following results: service inventory, measurement concept, instrumentation, alerting rules, runbooks and reliability targets. For each essential result, we define what it serves, who reviews it and in what form it is handed over. This allows development, operations and procurement to assess the same service. Vague umbrella terms in the offer are replaced by specific work packages.
SRE implementation also includes coordinating the necessary interfaces with your team. We clarify access, contact persons and available testing options before the relevant implementation steps. Changes to the scope are described together with their impact on effort and sequence. This gives you a traceable overview of delivered results, outstanding prerequisites and additional requests.
The key technical decision in observability engineering
Observation starts with important user actions. Technical metrics are linked to their success and speed. For site reliability engineering, we document the relevant assumptions and justify the chosen option. Key alternatives are considered against the same business requirements. This makes later adjustments easier when load, data volumes or organisational responsibilities change.
A sound decision also takes maintainability and handover into account. For reliability engineering, we check which skills are available internally and what additional support is needed. Technical possibilities are thus combined with a realistic operating model. The client can see which tasks arise regularly after the project and which decisions remain with them.
What supports good decisions.

Decisions need technical understanding.
Plan detection and diagnosis as a connected process
A service can have a good technical data basis and still be difficult to operate. What matters is whether a relevant fault is detected and passed on, with the information needed, to a person able to act. We therefore follow example incidents through every stage, starting with the first signal and ending with the appropriate measure.
- User impact as the starting point
- Address measurement gaps explicitly
- Limiting telemetry deliberately
- Linking alerts to actions
- Follow-up with binding measures
- Clearly agreeing operational responsibility
Risks and acceptance in site reliability engineering
A seemingly healthy server can at the same time produce faulty bookings or slow responses for some of the users. We treat this point as a specific review question in SRE implementation. A risk is linked to the affected process, its potential impact and a suitable measure. Where prerequisites are still missing, the statement remains explicitly open until the necessary investigation has taken place.
We check whether relevant incidents are detected, narrowed down and assigned to a responsible person with useful context. For observability engineering, we record the initial situation, tested configuration and result. Acceptance refers to the agreed scope. Open limitations are documented visibly and assigned to an owned next step. This allows your team to distinguish between proven functionality, a deliberate decision and an as yet unconfirmed assumption.
Project example as an illustrative scenario
The following scenario is an application example and not a customer reference. A platform operator receives complaints about slow processes, while server overviews show unremarkable values. In observability engineering, a specific user path would be selected, such as completing an order. The first step would be to check how the success, errors and duration of this process can be captured reliably. Infrastructure values would then be connected to help explain the findings.
For site reliability engineering, the team would follow a known incident, starting with the user signal and ending with its technical cause. Missing links between web service, queue and downstream processing would be added in a targeted way. The pilot would also have to show whether a failed metrics export is detected. Otherwise an empty display could wrongly appear as fault-free operation. Alerts would be tied to specific responses and responsible persons. Unnecessary data volumes and sensitive content would already be limited during instrumentation.
Acceptance of reliability engineering would include traceable detection and diagnosis of the selected fault pattern. Intended results would be meaningful signals, a working alerting path and prioritised technical improvements. It could be measured whether the team detects relevant incidents earlier and investigates them in a more targeted way. A larger number of dashboards alone would not be a success. Further user paths would be added according to their business importance and the remaining diagnostic problems.
Our experience and our engineering approach
We combine custom software development with the technical tasks of introduction and further development. For site reliability engineering, we bring the perspectives of application, integration and operations into a shared workflow. The business requirements remain connected to the technical decisions. You work with a defined scope of services and traceable results.
Our experience should become specifically verifiable for your project. That is why, in the technical exchange, we explain how we investigate the relevant risks, which work results are planned and how your team can assess them. For reliability engineering, we align the roles involved with the actual need. Available references are put into context with the respective project and company; confidential customer details are not used as general advertising claims.
Documented product reference
The published framework agreement for maas.maker names Anexia Digital Engineering GmbH as the operator of the SaaS platform. We explain the specific relevance to your project in a technical conversation.
Effort for reliability engineering
Telemetry volume, retention, application complexity and agreed support determine the effort. We therefore calculate observability engineering based on a defined scope and explicitly stated prerequisites. An initial analysis step can be useful if key technical information is still missing. Work packages and acceptance criteria can then be agreed on a more reliable basis.
Site reliability engineering can be organised as a limited project, as a joint implementation with your team or with subsequent support. Rights of use, access, documentation and responsibilities are clarified in the contract. Ongoing operating hours, response times and external consumption costs are separate agreements. This keeps it clear which services are provided once and which tasks arise regularly after the introduction.
Scope boundaries of observability engineering
Technical introduction and ongoing operational responsibility are separate service components with a clear agreement. For SRE implementation, we already define this boundary in the offer. Required additional services are included with their business justification and are not silently assumed. This allows your team to plan suitable internal skills and divide the overall work sensibly between those involved.

Clarity over hype. Architecture over haste.
Frequently asked questions from technical decision meetings
Services in detail
Understand systems, manage availability and respond to incidents with the right signals.

Intelligent Operations
Intelligent operations start with a specific bottleneck and a traceable benefit. Automation and AI where they measurably improve processes.

Managed SRE for supported reliability
Managed SRE with clear operational responsibility. Anexia Digital Engineering connects technical support, incident analysis and continuous improvement.

OpenTelemetry instrumentation for applications
OpenTelemetry instrumentation for traceable processes. Anexia Digital Engineering connects services and controls scope as well as data sharing.

Grafana dashboards for engineering and business teams
Grafana dashboards for concrete operational decisions. Anexia Digital Engineering connects data sources, metrics and traceable views.

Prometheus monitoring for traceable metrics
Prometheus monitoring with manageable time series. Anexia Digital Engineering designs metrics, collection and usable operational queries.

Central logging for operations and fault analysis
Central logging for traceable fault analysis. Anexia Digital Engineering plans event structure, access and retention appropriate to purpose.

Distributed tracing for distributed applications
Distributed tracing for errors across service boundaries. Anexia Digital Engineering makes waiting times, dependencies and repeated processing visible.

SLOs and error budgets for manageable reliability
SLOs and error budgets for manageable reliability. Anexia Digital Engineering connects user success, measurement definitions and agreed responses.

Alerting with clear responses and fewer false alarms
Alerting with clear responses and fewer false alarms. Anexia Digital Engineering checks relevance, delivery and your teams' ability to act.

Incident response and technical fault analysis
Incident response for technical faults. Anexia Digital Engineering connects roles, traceable decisions and effective follow-up.

Performance engineering and load testing
Performance engineering and load testing for real-world usage. Anexia Digital Engineering checks load models, bottlenecks and the impact of technical changes.

Resilience engineering and controlled failure tests
Resilience engineering with controlled failure tests. Anexia Digital Engineering examines the impact of failures and checks actual recovery.
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Request a technical first conversation
Are you planning SRE implementation? Tell us which user flows are critical, how incidents are detected today and which technical measurement data is already available for investigating them. This information helps us agree with you on the right starting point and the necessary technical inventory. Send your enquiry to ADE-office@anexia.com with the subject "Observability and Site Reliability Engineering".
