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Analytics learning-path-anchor Databricks MLflow The managed MLflow experience in Azure Databricks for experiments, runs, metrics, artifacts, model lineage, and MLOps evidence. Databricks fundamentals 4 commands Aliases: MLflow on Databricks, Databricks experiment tracking, MLflow tracking Quick peek Open full term page

Analytics learning-path-anchor Databricks notebook A collaborative Azure Databricks document for code, SQL, visualizations, exploration, jobs, and ML workflows attached to compute. Databricks fundamentals 4 commands Aliases: Azure Databricks notebook, Databricks workspace notebook, interactive notebook Quick peek Open full term page

AI and Machine Learning learning-path-anchor Text to speech Text to speech in Azure AI Speech converts written text or SSML into synthesized audio using neural voices, custom voice options, language support, and APIs. Teams use it to add spoken responses to apps, contact centers, accessibility tools, devices, and media workflows while governing region, keys, networking, and quota. Azure AI services fundamentals 4 commands Aliases: Text to speech, text to speech, Azure Text to speech, Microsoft Learn Text to speech, TTS, speech synthesis, Azure AI Speech synthesis, neural voices, SSML speech Quick peek Open full term page

AI and Machine Learning premium Computer Vision the Azure AI capability that helps applications understand images, read text, detect visual features, and return structured insights from pictures or screenshots Azure AI services fundamentals 12 commands Aliases: No aliases yet Quick peek Open full term page

AI and Machine Learning premium Azure OpenAI Service Azure OpenAI Service provides managed access to OpenAI model capabilities through Azure endpoints and enterprise controls. Generative AI fundamentals 11 commands Aliases: Azure OpenAI Quick peek Open full term page

AI and Machine Learning premium Azure OpenAI Azure OpenAI provides OpenAI model capabilities through Azure resources, deployments, identity, networking, quota, and monitoring controls. Azure OpenAI intermediate 8 commands Aliases: Azure OpenAI Service Quick peek Open full term page

Compute premium Azure Functions Azure Functions is Azure serverless compute for running code from triggers such as HTTP requests, queues, timers, events, and service integrations without managing servers. Serverless compute intermediate 6 commands Aliases: Functions, Function App, serverless functions Quick peek Open full term page

Analytics premium Data Factory Azure’s managed data integration service for creating pipelines that move, transform, schedule, and orchestrate data across cloud, SaaS, and hybrid stores. Data integration and orchestration Intermediate 6 commands Aliases: Data Factory, Data Factory, data factory Quick peek Open full term page

Databases premium Eventual consistency Eventual consistency is the weakest Azure Cosmos DB consistency level, where reads can return a subset of writes and all writes become available eventually. Teams use it to favor low-latency, high-availability reads for workloads that can tolerate temporarily stale or out-of-order data. It is not strong consistency, session consistency, a conflict-resolution strategy, a cache setting, or permission to ignore user-facing correctness requirements. In production, confirm account consistency setting, client overrides, read region, write region, session tokens, replication latency, stale-read tolerance, conflict policy, and application workflows that read after writes before treating the design as healthy or ready for release. Azure Cosmos DB intermediate 6 commands Aliases: eventual consistency level, Cosmos DB eventual consistency, eventually consistent reads Quick peek Open full term page

AI and Machine Learning premium Face API The Face API is an Azure AI service API that provides face detection, recognition, verification, identification, grouping, and related face analysis capabilities. Teams use it to build applications that detect faces in images, compare faces, verify identity scenarios, support liveness workflows, or organize face-related image data under approved responsible AI controls. It is not a general computer vision labeler, proof of identity by itself, a surveillance policy, or permission to use biometric capabilities without legal, privacy, and access review. Azure AI services intermediate 6 commands Aliases: Azure AI Face, Azure Face API, Face service Quick peek Open full term page

AI and Machine Learning premium Face service Face service is an Azure AI service that provides APIs for face detection, face analysis, verification, identification, grouping, and liveness-related workflows under approved access controls. Teams use it to build applications that detect faces in images, compare face evidence, verify approved identity scenarios, support liveness checks, or manage face lists within privacy and responsible AI controls. It is not a general image classification service, legal approval to process biometric data, a replacement for human identity review, or a guarantee that every face decision is correct. Azure AI services intermediate 6 commands Aliases: Azure AI Face, Azure AI Face service, Azure Face service, Face API, Azure AI services Face Quick peek Open full term page

AI and Machine Learning premium Pipeline job In Azure Machine Learning, a pipeline job is a parent job that orchestrates connected command or sweep jobs as steps. It defines inputs, outputs, compute, settings, and step dependencies so reusable training, evaluation, or data-preparation workflows can run repeatably in a workspace. Machine learning intermediate 6 commands Aliases: No aliases yet Quick peek Open full term page

Integration premium Service Bus Azure Service Bus is a fully managed enterprise message broker with message queues and publish-subscribe topics. It helps decouple applications and services, load-balance work across competing consumers, route data across boundaries, and coordinate transactional workflows that require reliable messaging, ordering, sessions, duplicate detection, and dead-letter handling. Messaging fundamentals 6 commands Aliases: Azure Service Bus, Service Bus Messaging Quick peek Open full term page

DevOps premium Service connection Service connection is an Azure DevOps project resource that stores how a pipeline authenticates to Azure or another external service. In Azure Resource Manager connections, it can use workload identity federation, a managed identity, or a service principal so pipeline tasks can deploy safely. CI/CD fundamentals 6 commands Aliases: Azure DevOps service connection, service endpoint, Azure Pipelines service connection, Azure RM service connection Quick peek Open full term page

Identity premium Access package An access package bundles resources someone may need for a job or project. Instead of asking separately for groups, apps, or sites, a user requests the package, and Entra applies approval, duration, review, and removal rules. Identity operations fundamentals 5 commands Aliases: No aliases yet Quick peek Open full term page

Storage premium Account SAS An account SAS is a powerful storage access token signed with the account key. It can grant limited access across multiple storage services, but because it is key-based and hard to audit, keep permissions narrow and expiry short. Blob Storage fundamentals 5 commands Aliases: No aliases yet Quick peek Open full term page

Containers premium ACR import ACR import is a server-side image copy. Instead of pulling an image to your machine and pushing it back, Azure copies it into your registry directly. It is useful for migration, mirroring, controlled base images, and pipeline cleanup. Azure Container Registry intermediate 5 commands Aliases: ACR Quick peek Open full term page

Containers premium ACR manifest An ACR manifest is the record behind an image tag. It describes the image layers and configuration, and its digest is the exact content identity. Tags can move, but a manifest digest is what proves the precise image version. Azure Container Registry intermediate 5 commands Aliases: ACR Quick peek Open full term page

Containers premium ACR Task An ACR Task is automation inside Azure Container Registry for building, testing, patching, or maintaining container images. Instead of relying only on a developer laptop or separate build server, the registry can run a build from source, a. Azure Container Registry intermediate 5 commands Aliases: Azure Container Registry Task, ACR Tasks, registry task Quick peek Open full term page

Containers premium Azure Container Registry A managed private registry service for building, storing, and managing container images and OCI artifacts for container deployments. Container images fundamentals 5 commands Aliases: ACR Quick peek Open full term page

AI and Machine Learning premium Azure Machine Learning Azure Machine Learning is a cloud service for managing the machine learning lifecycle, including workspaces, data, training jobs, model deployment, monitoring, and MLOps. Machine learning operations advanced 5 commands Aliases: Azure ML, AML, Machine Learning workspace Quick peek Open full term page

DevOps premium Canary deployment Canary deployment is a release approach that sends a small portion of real traffic to a new version before rolling it out broadly. Deployment workflows intermediate 5 commands Aliases: No aliases yet Quick peek Open full term page

DevOps premium Container image build the build step that turns source, Dockerfile instructions, dependencies, and metadata into a container image stored in a registry Deployment workflows intermediate 5 commands Aliases: No aliases yet Quick peek Open full term page

Analytics premium Data Factory pipeline A logical grouping of Data Factory activities that performs a coordinated data movement, transformation, or control-flow process. Data integration and orchestration Intermediate 5 commands Aliases: Data Factory pipeline, ADF pipeline, data factory pipeline Quick peek Open full term page

AI and Machine Learning premium Document field A document field is a structured value extracted by Document Intelligence, usually with field type, content, confidence, and location metadata in the analyze result. Document Intelligence fundamentals 5 commands Aliases: extracted field, field value, query field, document result field Quick peek Open full term page

AI and Machine Learning premium Document Intelligence Azure AI Document Intelligence is a cloud service that uses OCR and machine learning to extract text, layout, tables, key-value pairs, and fields from documents. Document Intelligence fundamentals 5 commands Aliases: Azure AI Document Intelligence, Azure Document Intelligence, Form Recognizer, intelligent document processing Quick peek Open full term page

Compute premium Durable Functions Microsoft Learn describes Durable Functions as an Azure Functions extension for building stateful workflows in a serverless environment. Developers write orchestrator, activity, and entity functions while the runtime manages checkpoints, state, retries, timers, recovery, and long-running operations across restarts and long delays. Serverless workflows intermediate 5 commands Aliases: Azure Durable Functions, Durable orchestration, Durable workflow Quick peek Open full term page

Integration premium Event handler An event handler is the destination that receives Event Grid events and takes action, such as Azure Functions, Logic Apps, Event Hubs, Service Bus, Storage Queue, or a webhook. Teams use it to process Event Grid events by running code, starting workflows, buffering messages, streaming telemetry, or invoking a custom endpoint. It is not the event source, topic, filter, or schema that only decides what gets sent. In production, confirm the source, subscription, destination, filters, schema, identity, retry behavior, failure handling, monitoring, and owner before treating the route as safe. Event Grid intermediate 5 commands Aliases: Azure Event Grid handler, event destination Quick peek Open full term page

DevOps premium Image promotion Image promotion is the controlled process of moving an approved VM or container image version from build or test use into wider production use. Deployment workflows intermediate 5 commands Aliases: Image promotion, image promotion, image-promotion Quick peek Open full term page

Integration premium Integration account Integration account controls where Logic Apps stores reusable B2B artifacts that workflows use to translate, validate, sign, decode, encode, or route enterprise messages. Teams see it in logic apps workflows, integration account artifacts. It is not a Logic App workflow, an Azure Storage account, an API connection, an Integration Service Environment, or a general-purpose document repository; confusing them can create failed EDI exchanges, expired certificates. Use the term when reviewing access, monitoring, cost, recovery, or performance. It keeps architects, operators, security reviewers, and support teams focused on the same setting, resource, or behavior. Enterprise integration Intermediate 5 commands Aliases: Logic Apps integration account, enterprise integration account, B2B artifact account, EDI artifact store Quick peek Open full term page

AI and Machine Learning premium Invoice model Invoice model controls how teams automate invoice data extraction before routing results into approvals, ERP systems, payment workflows, audits, or exception handling queues. Teams see it in document intelligence studio, prebuilt invoice api calls. It is not a custom document model, a receipt model, an invoice section in billing, an accounting system, or a generative model that summarizes documents; confusing them can create incorrect payment amounts, missed line items. Use the term when reviewing access, monitoring, cost, recovery, or performance. It keeps architects, operators, security reviewers, and support teams focused on the same setting, resource, or behavior. Document Intelligence Intermediate 5 commands Aliases: prebuilt invoice model, Document Intelligence invoice model, invoice extraction model, invoice processing model Quick peek Open full term page

Management and Governance premium Policy event A policy event is a record or notification that something changed in Azure Policy evaluation. It can tell you that a resource became compliant, became non-compliant, or had a policy state created or removed. Instead of waiting for someone to refresh a portal report, teams can query policy events or route state-change events through Event Grid. For operators, this makes policy activity visible close to the time it happens, so compliance changes can trigger alerts, tickets, evidence capture, or remediation workflows. Azure Policy intermediate 5 commands Aliases: Policy event, policy-event Quick peek Open full term page

AI and Machine Learning premium Search index A search index is the searchable data structure in Azure AI Search. It defines fields, attributes, analyzers, vector settings, scoring options, and stored documents so applications can run queries, filters, facets, and retrieval workflows. It is the contract that applications query at runtime. Search fundamentals 5 commands Aliases: Azure AI Search index, Azure Search index, search schema, index schema, searchable index, retrieval index Quick peek Open full term page

Integration premium Service Bus transaction Service Bus transaction is a broker-supported execution scope that commits or rolls back multiple messaging operations as one unit. Standard and Premium support transactions for sends, receives, completions, deferrals, dead-lettering, and related transfers, while management operations and Basic tier are outside that model. Messaging intermediate 5 commands Aliases: Azure Service Bus transaction, Service Bus transactional processing, broker transaction, atomic messaging operation Quick peek Open full term page

Storage premium SFTP for Azure Blob Storage SFTP for Azure Blob Storage lets clients connect to a storage account through SSH File Transfer Protocol for file access, transfer, and management. It requires a supported storage account with hierarchical namespace enabled, then local users and scoped permissions control access to containers and paths. Storage platform intermediate 5 commands Aliases: Azure Blob Storage SFTP, SFTP support for Azure Blob Storage, storage account SFTP, Blob SFTP endpoint, SFTP for Azure Blob Storage Quick peek Open full term page

AI and Machine Learning premium AI connection AI connection is a Microsoft Foundry project connection that links the project to an external or Azure resource such as models, storage, search, or services. In everyday Azure work, teams use it to let AI applications and agents use approved resources without every prototype hardcoding endpoints and credentials. The useful evidence is connection name, target AI platform intermediate 4 commands Aliases: Foundry connection, AI project connection, connected resource, AI service connection Quick peek Open full term page

Monitoring premium Application Insights Application Insights is the application performance monitoring capability in Azure Monitor. It collects OpenTelemetry or SDK telemetry such as requests, dependencies, exceptions, traces, metrics, and availability results so teams can continuously understand live application health, performance, failures, and user-impacting behavior. Application observability fundamentals 4 commands Aliases: Azure Application Insights, App Insights, Azure Monitor Application Insights, application performance monitoring, APM Quick peek Open full term page

AI and Machine Learning premium Azure AI Content Safety Azure AI Content Safety is the Azure AI service used to detect harmful text and image content before it reaches users, moderators, or automated workflows. In Azure, teams encounter it when applications accept user posts, comments, uploads, prompts, or model outputs that need moderation and policy review. The useful question is what behavior it proves, Responsible AI advanced 4 commands Aliases: Content Safety, Azure Content Safety, harm detection, content moderation API Quick peek Open full term page

AI and Machine Learning premium Azure AI Translator A cloud-based machine translation service for translating text and documents across supported languages through REST APIs and client libraries. AI services intermediate 4 commands Aliases: Azure Translator, Document Translation, Text Translation, Translator Quick peek Open full term page

AI and Machine Learning premium Batch inference Batch inference is the process of generating predictions over larger sets of input data asynchronously, often using Azure Machine Learning batch endpoints and deployments. Azure OpenAI fundamentals 4 commands Aliases: No aliases yet Quick peek Open full term page

Integration premium Built-in connector A built-in connector is an Azure Logic Apps connector that runs natively with the Logic Apps runtime instead of through a separately hosted managed connector service. Logic Apps intermediate 4 commands Aliases: No aliases yet Quick peek Open full term page

Databases premium Cosmos DB change feed Cosmos DB change feed is a built-in way to read changes that happen in a container. Instead of constantly scanning for new or updated items, an application can process the feed and react when writes occur. Teams use it to update search indexes, build materialized views, move data, trigger workflows, or keep another store in sync. It is not the same as a general queue; it is tied to container writes, partitioning, leases, continuation state, and the mode used to read changes. Azure Cosmos DB intermediate 4 commands Aliases: Azure Cosmos DB change feed, change feed processor, Cosmos DB feed Quick peek Open full term page

Databases premium Cosmos DB consistency level A Cosmos DB consistency level defines the read guarantee between replicated writes and later reads. Microsoft Learn describes five levels—strong, bounded staleness, session, consistent prefix, and eventual—so teams can choose the right trade-off among latency, availability, throughput, and application correctness. Azure Cosmos DB intermediate 4 commands Aliases: Azure Cosmos DB consistency level, consistency model, session consistency Quick peek Open full term page

Containers premium Dapr Dapr is a distributed application runtime that gives microservices common building-block APIs for service invocation, pub/sub, bindings, state, workflows, and observability. Distributed applications intermediate 4 commands Aliases: Dapr, DAPR Quick peek Open full term page

Analytics premium Data Factory connector A built-in or configured integration capability that lets Data Factory read from or write to a supported data store, SaaS application, or service endpoint. Data integration and orchestration Intermediate 4 commands Aliases: Data Factory connector, ADF connector, data factory connector Quick peek Open full term page

Analytics premium Data Factory debug run An interactive test execution used while authoring a Data Factory pipeline or data flow before publishing or triggering it in production. Data integration and orchestration Intermediate 4 commands Aliases: Data Factory debug run, ADF debug run, data factory debug run Quick peek Open full term page

Analytics premium Data Factory expression language The syntax and function set used in Data Factory to build dynamic values, reference parameters, inspect activity output, and control pipeline behavior. Data integration and orchestration Intermediate 4 commands Aliases: Data Factory expression language, ADF expression language, data factory expression language Quick peek Open full term page

Analytics premium Data Factory Git integration The source-control connection that lets Data Factory authoring use Azure Repos or GitHub branches instead of editing only the live factory mode. Data integration and orchestration Intermediate 4 commands Aliases: Data Factory Git integration, ADF Git integration, data factory git integration Quick peek Open full term page

Analytics premium Data Factory global parameter A factory-level constant that pipelines can reference in expressions and that CI/CD can override per environment. Data integration and orchestration Intermediate 4 commands Aliases: Data Factory global parameter, ADF global parameter, data factory global parameter Quick peek Open full term page

Analytics premium Data Factory managed identity The Microsoft Entra identity assigned to a Data Factory so pipelines and linked services can access Azure resources without embedded passwords. Data integration and orchestration Intermediate 4 commands Aliases: Data Factory managed identity, ADF managed identity, data factory managed identity Quick peek Open full term page