Azure DevOps Engineer Expert (AZ-400)
1 Design and implement a release strategy
1-1 Define release criteria and success metrics
1-2 Design a release pipeline
1-3 Implement continuous integration (CI)
1-4 Implement continuous deployment (CD)
1-5 Implement release gates
1-6 Implement rollback strategies
1-7 Implement feature flags
1-8 Implement canary releases
1-9 Implement blue-green deployments
1-10 Implement AB testing
1-11 Implement progressive exposure deployment
1-12 Implement dark launches
1-13 Implement release management tools
1-14 Implement release orchestration
1-15 Implement release notifications
1-16 Implement release analytics
1-17 Implement release dashboards
1-18 Implement release reporting
1-19 Implement release auditing
1-20 Implement release compliance
1-21 Implement release security
1-22 Implement release governance
1-23 Implement release automation
1-24 Implement release validation
1-25 Implement release testing
1-26 Implement release monitoring
1-27 Implement release logging
1-28 Implement release tracing
1-29 Implement release telemetry
1-30 Implement release feedback loops
1-31 Implement release documentation
1-32 Implement release training
1-33 Implement release support
1-34 Implement release maintenance
1-35 Implement release retirement
1-36 Implement release archiving
1-37 Implement release versioning
1-38 Implement release branching
1-39 Implement release tagging
1-40 Implement release labeling
1-41 Implement release packaging
1-42 Implement release distribution
1-43 Implement release storage
1-44 Implement release retrieval
1-45 Implement release synchronization
1-46 Implement release replication
1-47 Implement release caching
1-48 Implement release acceleration
1-49 Implement release optimization
1-50 Implement release scaling
1-51 Implement release load balancing
1-52 Implement release failover
1-53 Implement release recovery
1-54 Implement release backup
1-55 Implement release restore
1-56 Implement release migration
1-57 Implement release upgrade
1-58 Implement release patching
1-59 Implement release hotfixing
1-60 Implement release troubleshooting
1-61 Implement release debugging
1-62 Implement release profiling
1-63 Implement release tracing
1-64 Implement release monitoring
1-65 Implement release logging
1-66 Implement release tracing
1-67 Implement release telemetry
1-68 Implement release feedback loops
1-69 Implement release documentation
1-70 Implement release training
1-71 Implement release support
1-72 Implement release maintenance
1-73 Implement release retirement
1-74 Implement release archiving
1-75 Implement release versioning
1-76 Implement release branching
1-77 Implement release tagging
1-78 Implement release labeling
1-79 Implement release packaging
1-80 Implement release distribution
1-81 Implement release storage
1-82 Implement release retrieval
1-83 Implement release synchronization
1-84 Implement release replication
1-85 Implement release caching
1-86 Implement release acceleration
1-87 Implement release optimization
1-88 Implement release scaling
1-89 Implement release load balancing
1-90 Implement release failover
1-91 Implement release recovery
1-92 Implement release backup
1-93 Implement release restore
1-94 Implement release migration
1-95 Implement release upgrade
1-96 Implement release patching
1-97 Implement release hotfixing
1-98 Implement release troubleshooting
1-99 Implement release debugging
1-100 Implement release profiling
1-101 Implement release tracing
1-102 Implement release monitoring
1-103 Implement release logging
1-104 Implement release tracing
1-105 Implement release telemetry
1-106 Implement release feedback loops
1-107 Implement release documentation
1-108 Implement release training
1-109 Implement release support
1-110 Implement release maintenance
1-111 Implement release retirement
1-112 Implement release archiving
1-113 Implement release versioning
1-114 Implement release branching
1-115 Implement release tagging
1-116 Implement release labeling
1-117 Implement release packaging
1-118 Implement release distribution
1-119 Implement release storage
1-120 Implement release retrieval
1-121 Implement release synchronization
1-122 Implement release replication
1-123 Implement release caching
1-124 Implement release acceleration
1-125 Implement release optimization
1-126 Implement release scaling
1-127 Implement release load balancing
1-128 Implement release failover
1-129 Implement release recovery
1-130 Implement release backup
1-131 Implement release restore
1-132 Implement release migration
1-133 Implement release upgrade
1-134 Implement release patching
1-135 Implement release hotfixing
1-136 Implement release troubleshooting
1-137 Implement release debugging
1-138 Implement release profiling
1-139 Implement release tracing
1-140 Implement release monitoring
1-141 Implement release logging
1-142 Implement release tracing
1-143 Implement release telemetry
1-144 Implement release feedback loops
1-145 Implement release documentation
1-146 Implement release training
1-147 Implement release support
1-148 Implement release maintenance
1-149 Implement release retirement
1-150 Implement release archiving
1-151 Implement release versioning
1-152 Implement release branching
1-153 Implement release tagging
1-154 Implement release labeling
1-155 Implement release packaging
1-156 Implement release distribution
1-157 Implement release storage
1-158 Implement release retrieval
1-159 Implement release synchronization
1-160 Implement release replication
1-161 Implement release caching
1-162 Implement release acceleration
1-163 Implement release optimization
1-164 Implement release scaling
1-165 Implement release load balancing
1-166 Implement release failover
1-167 Implement release recovery
1-168 Implement release backup
1-169 Implement release restore
1-170 Implement release migration
1-171 Implement release upgrade
1-172 Implement release patching
1-173 Implement release hotfixing
1-174 Implement release troubleshooting
1-175 Implement release debugging
1-176 Implement release profiling
1-177 Implement release tracing
1-178 Implement release monitoring
1-179 Implement release logging
1-180 Implement release tracing
1-181 Implement release telemetry
1-182 Implement release feedback loops
1-183 Implement release documentation
1-184 Implement release training
1-185 Implement release support
1-186 Implement release maintenance
1-187 Implement release retirement
1-188 Implement release archiving
1-189 Implement release versioning
1-190 Implement release branching
1-191 Implement release tagging
1-192 Implement release labeling
1-193 Implement release packaging
1-194 Implement release distribution
1-195 Implement release storage
1-196 Implement release retrieval
1-197 Implement release synchronization
1-198 Implement release replication
1-199 Implement release caching
1-200 Implement release acceleration
1-201 Implement release optimization
1-202 Implement release scaling
1-203 Implement release load balancing
1-204 Implement release failover
1-205 Implement release recovery
1-206 Implement release backup
1-207 Implement release restore
1-208 Implement release migration
1-209 Implement release upgrade
1-210 Implement release patching
1-211 Implement release hotfixing
1-212 Implement release troubleshooting
1-213 Implement release debugging
1-214 Implement release profiling
1-215 Implement release tracing
1-216 Implement release monitoring
1-217 Implement release logging
1-218 Implement release tracing
1-219 Implement release telemetry
1-220 Implement release feedback loops
1-221 Implement release documentation
1-222 Implement release training
1-223 Implement release support
1-224 Implement release maintenance
1-225 Implement release retirement
1-226 Implement release archiving
1-227 Implement release versioning
1-228 Implement release branching
1-229 Implement release tagging
1-230 Implement release labeling
1-231 Implement release packaging
1-232 Implement release distribution
1-233 Implement release storage
1-234 Implement release retrieval
1-235 Implement release synchronization
1-236 Implement release replication
1-237 Implement release caching
1-238 Implement release acceleration
1-239 Implement release optimization
1-240 Implement release scaling
1-241 Implement release load balancing
1-242 Implement release failover
1-243 Implement release recovery
1-244 Implement release backup
1-245 Implement release restore
1-246 Implement release migration
1-247 Implement release upgrade
1-248 Implement release patching
1-249 Implement release hotfixing
1-250 Implement release troubleshooting
1-251 Implement release debugging
1-252 Implement release profiling
1-253 Implement release tracing
1-254 Implement release monitoring
1-255 Implement release logging
1-256 Implement release tracing
1-257 Implement release telemetry
1-258 Implement release feedback loops
1-259 Implement release documentation
1-260 Implement release training
1-261 Implement release support
1-262 Implement release maintenance
1-263 Implement release retirement
1-264 Implement release archiving
1-265 Implement release versioning
1-266 Implement release branching
1-267 Implement release tagging
1-268 Implement release labeling
1-269 Implement release packaging
1-270 Implement release distribution
1-271 Implement release storage
1-272 Implement release retrieval
1-273 Implement release synchronization
1-274 Implement release replication
1-275 Implement release caching
1-276 Implement release acceleration
1-277 Implement release optimization
1-278 Implement release scaling
1-279 Implement release load balancing
1-280 Implement release failover
1-281 Implement release recovery
1-282 Implement release backup
1-283 Implement release restore
1-284 Implement release migration
1-285 Implement release upgrade
1-286 Implement release patching
1-287 Implement release hotfixing
1-288 Implement release troubleshooting
1-289 Implement release debugging
1-290 Implement release profiling
1-291 Implement release tracing
1-292 Implement release monitoring
1-293 Implement release logging
1-294 Implement release tracing
1-295 Implement release telemetry
1-296 Implement release feedback loops
1-297 Implement release documentation
1-298 Implement release training
1-299 Implement release support
1-300 Implement release maintenance
1-301 Implement release retirement
1-302 Implement release archiving
1-303 Implement release versioning
1-304 Implement release branching
1-305 Implement release tagging
1-306 Implement release labeling
1-307 Implement release packaging
1-308 Implement release distribution
1-309 Implement release storage
1-310 Implement release retrieval
1-311 Implement release synchronization
1-312 Implement release replication
1-313 Implement release caching
1-314 Implement release acceleration
1-315 Implement release optimization
1-316 Implement release scaling
1-317 Implement release load balancing
1-318 Implement release failover
1-319 Implement release recovery
1-320 Implement release backup
1-321 Implement release restore
1-322 Implement release migration
1-323 Implement release upgrade
1-324 Implement release patching
1-325 Implement release hotfixing
1-326 Implement release troubleshooting
1-327 Implement release debugging
1-328 Implement release profiling
1-329 Implement release tracing
1-330 Implement release monitoring
1-331 Implement release logging
1-332 Implement release tracing
1-333 Implement release telemetry
1-334 Implement release feedback loops
1-335 Implement release documentation
1-336 Implement release training
1-337 Implement release support
1-338 Implement release maintenance
1-339 Implement release retirement
1-340 Implement release archiving
1-341 Implement release versioning
1-342 Implement release branching
1-343 Implement release tagging
1-344 Implement release labeling
1-345 Implement release packaging
1-346 Implement release distribution
1-347 Implement release storage
1-348 Implement release retrieval
1-349 Implement release synchronization
1-350 Implement release replication
1-351 Implement release caching
1-352 Implement release acceleration
1-353 Implement release optimization
1-354 Implement release scaling
1-355 Implement release load balancing
1-356 Implement release failover
1-357 Implement release recovery
1-358 Implement release backup
1-359 Implement release restore
1-360 Implement release migration
1-361 Implement release upgrade
1-362 Implement release patching
1-363 Implement release hotfixing
1-364 Implement release troubleshooting
1-365 Implement release debugging
1-366 Implement release profiling
1-367 Implement release tracing
1-368 Implement release monitoring
1-369 Implement release logging
1-370 Implement release tracing
1-371 Implement release telemetry
1-372 Implement release feedback loops
1-373 Implement release documentation
1-374 Implement
Implement Progressive Exposure Deployment

Implement Progressive Exposure Deployment

Progressive Exposure Deployment is a strategy used in Azure DevOps to gradually roll out new features or updates to a subset of users before making them available to the entire user base. This approach minimizes risk and allows for real-world testing of new features with a controlled audience.

Key Concepts

1. Feature Flags

Feature Flags (also known as feature toggles) are switches that enable or disable specific features in the application code. They allow developers to release features to production without making them immediately visible to all users. This provides flexibility to control the visibility of features based on various conditions, such as user roles or percentages of users.

2. Canary Releases

Canary Releases involve deploying a new version of the software to a small subset of users before rolling it out to the entire user base. This allows organizations to monitor the performance and behavior of the new version in a real-world environment and make adjustments if necessary. If issues are detected, the deployment to the subset can be halted, and the rest of the users remain on the stable version.

3. A/B Testing

A/B Testing is a method of comparing two versions of a software application to determine which one performs better. In the context of progressive exposure deployment, A/B testing can be used to gradually roll out a new feature to a subset of users and compare its performance against the existing version. This helps in making data-driven decisions about the feature's effectiveness.

4. Gradual Rollout

Gradual Rollout involves incrementally increasing the percentage of users who have access to a new feature. This can be done in stages, starting with a small percentage of users and gradually increasing it over time. This approach allows for continuous monitoring and adjustment, ensuring that any issues are identified and resolved before the feature is fully released.

Detailed Explanation

Feature Flags

Feature Flags provide a way to control the visibility of new features in the application code. For example, a developer can implement a feature flag to enable a new payment method for only a specific group of users, such as beta testers. This allows the team to gather feedback and make improvements before rolling out the feature to all users.

Canary Releases

Canary Releases are like a pilot program for new software features. For instance, a new recommendation engine for an e-commerce site can be deployed to 10% of the user base. The team monitors the performance and user feedback. If everything goes well, the feature is gradually rolled out to the remaining 90% of users. If any issues are detected, the deployment can be halted, and the affected users can be switched back to the previous version.

A/B Testing

A/B Testing is akin to a scientific experiment where two versions of a feature are tested simultaneously. For example, a new user interface design for a mobile app can be deployed to 50% of the users, while the remaining 50% continue to use the old design. The team collects data on user engagement and satisfaction. Based on the results, they can decide whether to roll out the new design to all users or make further improvements.

Gradual Rollout

Gradual Rollout is like a phased approach to launching a new product. For instance, a new feature in a SaaS platform can be initially made available to 10% of the users. After a week, if no issues are reported, the percentage can be increased to 25%, then 50%, and finally 100%. This incremental approach allows the team to monitor the feature's performance and make adjustments as needed.

Examples and Analogies

Feature Flags Example

Imagine you are developing a social media app. You want to introduce a new "Stories" feature but only for a specific group of users, such as influencers. By using feature flags, you can enable the "Stories" feature for influencers while keeping it hidden for other users. This allows you to gather feedback and make improvements before a full release.

Canary Releases Example

Consider a banking app that is rolling out a new security feature. The feature is first deployed to 5% of the users. The team monitors for any issues, such as login failures or performance degradation. If everything runs smoothly, the feature is gradually rolled out to more users. If any issues are detected, the deployment can be halted, and the affected users can be switched back to the previous version.

A/B Testing Example

A marketing team wants to test two different email templates for a promotional campaign. They deploy Template A to 50% of the recipients and Template B to the other 50%. The team tracks metrics such as open rates, click-through rates, and conversion rates. Based on the data, they decide which template performs better and use it for the full campaign.

Gradual Rollout Example

A healthcare app is introducing a new telemedicine feature. The feature is initially made available to 10% of the users. After a week, if no issues are reported, the percentage is increased to 25%. After another week, it is increased to 50%. Finally, after a month, the feature is made available to 100% of the users. This phased approach allows the team to monitor the feature's performance and make adjustments as needed.

Conclusion

Implementing Progressive Exposure Deployment in Azure DevOps involves using strategies such as Feature Flags, Canary Releases, A/B Testing, and Gradual Rollout. These methods allow for controlled and incremental exposure of new features, minimizing risk and ensuring that any issues are identified and resolved before a full release. By mastering these concepts, you can deliver high-quality software that meets user expectations and business objectives.