InfoQ Homepage Enterprise Architecture Content on InfoQ
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Can MTTR Be an Effective Business Metric?
In a recent blog post, Sidu Ponnappa shared how MTTR should be a key business metric to measure engineering efficiency. Ponnappa notes that only tracking uptime provides no goals to target for improvements. In a recent talk at SREcon22, Courtney Nash, senior research analyst at Verica, shared that MTTR can misrepresent what is actually happening during incidents and can be an unreliable metric.
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Jonathan Smart on Organizing for Outcomes - DOES 2022
Jonathan Smart shares patterns and anti-patterns to help organzations organize for business value and outcomes. He recommended focusing on “Better”, which is quality, “Value”, “Sooner”, which is time to learning and time to value, “Safer”, which is minimal viable compliance, and “Happier”, which is happier customers, colleagues, citizens, and climate.
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HashiCorp Enhances Terraform Drift Detection with Continuous Validation
HashiCorp released a number of new features for Terraform including continuous validation and no-code provisioning. Both features are currently in beta for Terraform Cloud Business users. Additional releases include native Open Policy Agent (OPA) support and Azure provider automation.
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Amazon SageMaker Clarify Now Supports Online Explainability for ML Predictions
Amazon is announcing that Amazon SageMaker Clarify now supports online explainability by providing explanations for machine learning model’s individual predictions in near real-time on live endpoints.
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Grab Shared Its Experience in Designing Distributed Data Platform
GrabApp is an application that customers select and buy their daily needs from merchants. To be scalable and manageable the data platform and ingestion should be designed as a distributed, fault-tolerant. To design this data platform two classes of data stores are considered: OLTP and OLAP.
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Confluent Introduces Stream Governance Advanced to Safely Extend Data Streaming Power
Confluent recently announced new enhancements to its Stream Governance product that will improve engineering teams' ability to discover, understand, and trust real-time data. Organizations can use Stream Governance Advanced to resolve issues within complex pipelines more easily with point-in-time lineage.
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Building an Effective Platform by Focusing on End-to-End Workflows
Platform engineering teams need to focus on building end-to-end workflows versus individual tools according to Naphat Sanguansin, CTO at Prodvana. A focus on workflows will help to abstract away the complexities of running services and allow for application engineers to focus on their product.
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Technical Debt is Quantifiable as Financial Debt: an Impossible Thing for Developers
Technical debt can be quantified in various ways, but you cannot precisely quantify the associated financial debt. According to Kevlin Henney, we can quantify things like how many debt items we have, the estimated time to fix each debt item, a variety of metrics associated with our code, such as cyclomatic complexity, degree of duplication, number of lines of code, but not the financial debt.
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AWS Adds New Intrinsic Functions for Step Functions
AWS recently expanded support for manipulating input and output data by adding 14 new intrinsic functions for AWS Step Functions to simplify data processing, reduce calls to downstream services, and write less code.
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How to Test Low Code Applications
For low code applications there are technical things you don’t have to test, like the integration with the database and the syntax of a screen. But you still have to test functionally, to check if you’re building the right thing. End-to-end testing and non-functional testing can be very important for low code applications.
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Write Directly from Cloud Pub/Sub to BigQuery with BigQuery Subscription
Recently Google introduced a new type of Pub/Sub subscription called a “BigQuery subscription,” allowing to write directly from Cloud Pub/Sub to BigQuery. The company claims that this new extract, load, and transform (ELT) path will be able to simplify event-driven architectures.
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Node-RED 3 Improves Its Node Editor, Runtime Features, and Debugging
Node-RED, the flow-based visual programming environment originally developed by IBM and initially targeted at IoT applications, has reached version 3.0, bringing a number of improvements to the node editor, new features to control flows at runtime, and more.
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AWS Enhances its Step Functions Experience with Workflow Collections
AWS Step Functions is a serverless function orchestrator that makes it easy to sequence AWS Lambda functions and multiple AWS services into business-critical applications. AWS recently introduced a new experience to its Step Functions with Function Workflow Collections allowing users to create Step Functions workflows easier.
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SynLapse: Orca Security Publishes Details for Critical Azure Synapse Vulnerability
In a recent article, Orca Security describes the technical details of SynLapse, a critical Synapse Analytics vulnerability in Azure that allowed attackers to bypass tenant separation. The issue has now been addressed, but the timing and the disclosure process have raised concerns in the community.
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Fitting Presto to Large-Scale Apache Kafka at Uber
The need for ad-hoc real-time data analysis has been growing at Uber. They run a large Apache Kafka deployment and need to analyse data going through the many workflows it supports. Solutions like stream processing and OLAP datastores were deemed unsuitable. An article was published recently detailing why Uber chose Presto for this purpose and what it had to do to make it performant at scale.