diff --git a/README.md b/README.md
index fba103c..6108cf2 100644
--- a/README.md
+++ b/README.md
@@ -44,13 +44,13 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
### Compute
-* **Cloud Run**: Serverless for containerized applications [:link:](https://cloud.google.com/run/) [:page_facing_up:](https://cloud.google.com/run/docs/)
+* **Cloud Run (fully managed)**: Serverless containerized/stateless applications [:link:](https://cloud.google.com/run/) [:page_facing_up:](https://cloud.google.com/run/docs/)
* **Cloud Functions**: Event-driven serverless functions [:link:](https://cloud.google.com/functions/) [:page_facing_up:](https://cloud.google.com/functions/docs/)
* **Compute Engine**: VMs, GPUs, TPUs, Disks [:link:](https://cloud.google.com/compute/) [:page_facing_up:](https://cloud.google.com/compute/docs/)
* **Kubernetes Engine (GKE)**: Managed Kubernetes/containers [:link:](https://cloud.google.com/kubernetes-engine/) [:page_facing_up:](https://cloud.google.com/kubernetes-engine/docs/)
-* **App Engine**: Managed app platform [:link:](https://cloud.google.com/appengine/) [:page_facing_up:](https://cloud.google.com/appengine/docs/)
+* **App Engine**: Fully managed serverless platform [:link:](https://cloud.google.com/appengine/) [:page_facing_up:](https://cloud.google.com/appengine/docs/)
* **Bare Metal Solution**: Hardware for specialized workloads [:link:](https://cloud.google.com/bare-metal)
-* **Preemptible VMs**: Short-lived compute instances [:link:](https://cloud.google.com/preemptible-vms) [:page_facing_up:](https://cloud.google.com/compute/docs/instances/preemptible)
+* **Preemptible VMs**: Short-lived Compute Engine instances [:link:](https://cloud.google.com/preemptible-vms) [:page_facing_up:](https://cloud.google.com/compute/docs/instances/preemptible)
* **Shielded VMs**: Hardened VMs [:link:](https://cloud.google.com/shielded-vm/) [:page_facing_up:](https://cloud.google.com/security/shielded-cloud/shielded-vm/)
* **Sole-tenant nodes**: Dedicated physical servers [:link:](https://cloud.google.com/sole-tenant-nodes) [:page_facing_up:](https://cloud.google.com/compute/docs/nodes)
@@ -63,7 +63,7 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
### Database
-* **Cloud Bigtable**: Petabyte-scale, low-latency, non-relational [:link:](https://cloud.google.com/bigtable/) [:page_facing_up:](https://cloud.google.com/bigtable/docs/)
+* **Cloud Bigtable**: Petabyte-scale, low-latency, NoSQL, non-relational [:link:](https://cloud.google.com/bigtable/) [:page_facing_up:](https://cloud.google.com/bigtable/docs/)
* **Cloud Firestore**: Serverless NoSQL document DB [:link:](https://cloud.google.com/firestore/) [:page_facing_up:](https://cloud.google.com/firestore/docs/)
* **Cloud Memorystore**: Managed Redis and Memcached [:link:](https://cloud.google.com/memorystore/) [:page_facing_up:](https://cloud.google.com/memorystore/docs/)
* **Cloud Spanner**: Horizontally scalable relational DB [:link:](https://cloud.google.com/spanner/) [:page_facing_up:](https://cloud.google.com/spanner/docs/)
@@ -71,16 +71,16 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
### Data and Analytics
-* **BigQuery**: Data warehouse/analytics [:link:](https://cloud.google.com/bigquery/) [:page_facing_up:](https://cloud.google.com/bigquery/docs/)
-* **BigQuery BI Engine**: In-memory analytics engine [:page_facing_up:](https://cloud.google.com/bi-engine/docs/)
+* **BigQuery**: Petabyte-scale data warehouse/analytics [:link:](https://cloud.google.com/bigquery/) [:page_facing_up:](https://cloud.google.com/bigquery/docs/)
+* **BigQuery BI Engine**: BigQuery in-memory analysis service [:page_facing_up:](https://cloud.google.com/bi-engine/docs/)
* **BigQuery ML**: BigQuery model training/serving [:page_facing_up:](https://cloud.google.com/bigquery-ml/docs/)
-* **Cloud Composer**: Managed workflow orchestration service [:link:](https://cloud.google.com/composer/) [:page_facing_up:](https://cloud.google.com/composer/docs/)
-* **Cloud Data Fusion**: Graphically manage data pipelines [:link:](https://cloud.google.com/data-fusion/) [:page_facing_up:](https://cloud.google.com/data-fusion/docs/)
-* **Cloud Dataflow**: Stream/batch data processing [:link:](https://cloud.google.com/dataflow/) [:page_facing_up:](https://cloud.google.com/dataflow/docs/)
-* **Cloud Dataprep**: Visual data wrangling [:link:](https://cloud.google.com/dataprep/) [:page_facing_up:](https://cloud.google.com/dataprep/docs/)
+* **Cloud Composer**: Managed Airflow workflow orchestration [:link:](https://cloud.google.com/composer/) [:page_facing_up:](https://cloud.google.com/composer/docs/)
+* **Cloud Data Fusion**: Code-free ETL/ELT data pipelines [:link:](https://cloud.google.com/data-fusion/) [:page_facing_up:](https://cloud.google.com/data-fusion/docs/)
+* **Cloud Dataflow**: Streaming/batch data processing [:link:](https://cloud.google.com/dataflow/) [:page_facing_up:](https://cloud.google.com/dataflow/docs/)
+* **Cloud Dataprep by Trifacta**: Visual data wrangling [:link:](https://cloud.google.com/dataprep/) [:page_facing_up:](https://cloud.google.com/dataprep/docs/)
* **Cloud Dataproc**: Managed Spark and Hadoop [:link:](https://cloud.google.com/dataproc/) [:page_facing_up:](https://cloud.google.com/dataproc/docs/)
* **Cloud Pub/Sub**: Global real-time messaging [:link:](https://cloud.google.com/pubsub/) [:page_facing_up:](https://cloud.google.com/pubsub/docs/)
-* **Data Catalog**: Metadata management service [:link:](https://cloud.google.com/data-catalog/) [:page_facing_up:](https://cloud.google.com/data-catalog/docs/)
+* **Data Catalog**: Metadata management service [:link:](https://cloud.google.com/data-catalog/) [:page_facing_up:](https://cloud.google.com/data-catalog/docs/)
* **Data Studio**: Collaborative data exploration/dashboarding [:link:](https://datastudio.google.com/overview) [:page_facing_up:](https://datastudio.google.com/overviewdocs/)
* **Looker**: Enterprise BI and Analytics [:link:](https://cloud.google.com/looker)
@@ -89,11 +89,10 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
* **Anthos GKE**: Hybrid/on-prem Kubernetes Engine [:link:](https://cloud.google.com/anthos/gke) [:page_facing_up:](https://cloud.google.com/anthos/gke/docs/on-prem/)
* **Anthos Config Management**:Policy and security automation [:link:](https://cloud.google.com/anthos/config-management) [:page_facing_up:](https://cloud.google.com/anthos-config-management/docs)
* **Anthos Service Mesh**: Managed service mesh (Istio) [:link:](https://cloud.google.com/anthos/service-mesh) [:page_facing_up:](https://cloud.google.com/service-mesh/docs)
-* **Cloud Run for Anthos**: Serverless development for Anthos [:link:](https://cloud.google.com/anthos/run) [:page_facing_up:](https://cloud.google.com/run/docs/quickstarts/prebuilt-deploy-gke)
+* **Cloud Run for Anthos**: Serverless development for GKE/Knative [:link:](https://cloud.google.com/anthos/run) [:page_facing_up:](https://cloud.google.com/run/docs/quickstarts/prebuilt-deploy-gke)
* **Google Cloud Marketplace for Anthos**: Pre-configured containerized apps [:link:](https://cloud.google.com/kubernetes-applications) [:page_facing_up:](https://cloud.google.com/marketplace/docs/kubernetes-apps)
* **Migrate for Anthos**: Migrate VMs to Kubernetes Engine [:link:](https://cloud.google.com/migrate/anthos/) [:page_facing_up:](https://cloud.google.com/migrate/anthos/docs/getting-started)
* **Operations**: Monitoring, logging, troubleshooting [:link:](https://cloud.google.com/products/operations) [:page_facing_up:](https://cloud.google.com/stackdriver/docs)
-* **Cloud Build**: Continuous integration/delivery platform [:link:](https://cloud.google.com/cloud-build/) [:page_facing_up:](https://cloud.google.com/cloud-build/docs/)
* **Traffic Director**: Service mesh traffic management [:link:](https://cloud.google.com/traffic-director/) [:page_facing_up:](https://cloud.google.com/traffic-director/docs/)
* **Apigee API Management**: API management, development, security [:link:](https://cloud.google.com/apigee)
@@ -162,7 +161,7 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
* **Access Transparency**: Audit cloud provider access [:link:](https://cloud.google.com/access-transparency/) [:page_facing_up:](https://cloud.google.com/logging/docs/audit/access-transparency-overview/)
* **Binary Authorization**: Kubernetes deploy-time security [:link:](https://cloud.google.com/binary-authorization/) [:page_facing_up:](https://cloud.google.com/binary-authorization/docs/)
-* **Cloud Audit Logs**: Audit trails for GCP [:link:](https://cloud.google.com/audit-logs/) [:page_facing_up:](https://cloud.google.com/logging/docs/audit/)
+* **Cloud Audit Logs**: Real-time log management/analysis [:link:](https://cloud.google.com/audit-logs/) [:page_facing_up:](https://cloud.google.com/logging/docs/audit/)
* **Cloud Data Loss Prevention API**: Classify and redact sensitive data [:link:](https://cloud.google.com/dlp/) [:page_facing_up:](https://cloud.google.com/dlp/docs/)
* **Cloud HSM**: Hardware security module service [:link:](https://cloud.google.com/hsm/) [:page_facing_up:](https://cloud.google.com/kms/docs/hsm/)
* **Cloud EKM**: External keys you control [:link:](https://cloud.google.com/ekm/) [:page_facing_up:](https://cloud.google.com/kms/docs/ekm/)
@@ -170,7 +169,7 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
* **Cloud Identity**: Manage users, devices & apps [:link:](https://cloud.google.com/identity/) [:page_facing_up:](https://cloud.google.com/identity/solutions/overview/)
* **Cloud Identity-Aware Proxy**: Identity-based app access [:link:](https://cloud.google.com/iap/) [:page_facing_up:](https://cloud.google.com/iap/docs/)
* **Cloud KMS**: Hosted key management service [:link:](https://cloud.google.com/kms/) [:page_facing_up:](https://cloud.google.com/kms/docs/)
-* **Cloud Resource Manager**: Cloud project metadata management [:link:](https://cloud.google.com/resource-manager/) [:page_facing_up:](https://cloud.google.com/resource-manager/docs/)
+* **Cloud Resource Manager**: Programmatically manage container resources [:link:](https://cloud.google.com/resource-manager/) [:page_facing_up:](https://cloud.google.com/resource-manager/docs/)
* **Cloud Security Command Center**: Security management and data risk platform [:link:](https://cloud.google.com/security-command-center/) [:page_facing_up:](https://cloud.google.com/security-command-center/docs/)
* **Cloud Security Scanner**: App engine security scanner [:link:](https://cloud.google.com/security-scanner/) [:page_facing_up:](https://cloud.google.com/security-scanner/docs/)
* **Context-aware Access**: End-user attribute-based access control [:link:](https://cloud.google.com/context-aware-access/) [:page_facing_up:](https://cloud.google.com/iap/docs/cloud-iap-context-aware-access-howto/)
@@ -201,15 +200,15 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
### Developer Tools
-* **Cloud Build**: Continuous integration/delivery platform [:link:](https://cloud.google.com/cloud-build/) [:page_facing_up:](https://cloud.google.com/cloud-build/docs/)
+* **Cloud Build**: Serverless CI/CD [:link:](https://cloud.google.com/cloud-build/) [:page_facing_up:](https://cloud.google.com/cloud-build/docs/)
* **Cloud Code for IntelliJ**: IntelliJ GCP tools [:link:](https://cloud.google.com/intellij/)
* **Cloud Code for VS Code**: VS Code GCP tools [:link:](https://cloud.google.com/code/docs/vscode/)
* **Cloud Code**: Cloud native IDE extensions [:link:](https://cloud.google.com/code/) [:page_facing_up:](https://cloud.google.com/code/docs/)
* **Cloud Scheduler**: Managed cron job service [:link:](https://cloud.google.com/scheduler/) [:page_facing_up:](https://cloud.google.com/scheduler/docs/)
* **Cloud SDK**: CLI for GCP [:link:](https://cloud.google.com/sdk/) [:page_facing_up:](https://cloud.google.com/sdk/docs/)
* **Cloud Shell**: Browser-based terminal/CLI [:link:](https://cloud.google.com/shell/) [:page_facing_up:](https://cloud.google.com/shell/docs/)
-* **Cloud Source Repositories**: Hosted private git repos [:link:](https://cloud.google.com/source-repositories/) [:page_facing_up:](https://cloud.google.com/source-repositories/docs/)
-* **Cloud Tasks**: Asynchronous task execution [:link:](https://cloud.google.com/tasks/) [:page_facing_up:](https://cloud.google.com/tasks/docs/)
+* **Cloud Source Repositories**: Managed/hosted private Git repos [:link:](https://cloud.google.com/source-repositories/) [:page_facing_up:](https://cloud.google.com/source-repositories/docs/)
+* **Cloud Tasks**: Managed asynchronous task execution [:link:](https://cloud.google.com/tasks/) [:page_facing_up:](https://cloud.google.com/tasks/docs/)
* **Cloud Tools for Eclipse**: Eclipse GCP tools [:link:](https://cloud.google.com/eclipse/docs/)
* **Cloud Tools for Visual Studio**: Visual Studio GCP tools [:link:](https://cloud.google.com/visual-studio/)
* **Container Analysis**: Automated security scanning [:link:](https://cloud.google.com/container-registry/docs/container-analysis) [:page_facing_up:](https://cloud.google.com/container-registry/docs/)
@@ -223,7 +222,6 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
* **BigQuery Data Transfer Service**: Bulk import analytics data [:link:](https://cloud.google.com/bigquery/transfer/) [:page_facing_up:](https://cloud.google.com/bigquery/transfer/docs/)
* **Cloud Data Transfer**: Data migration tools/CLI [:link:](https://cloud.google.com/products/data-transfer/)
* **Google Transfer Appliance**: Rentable data transport box [:link:](https://cloud.google.com/transfer-appliance/) [:page_facing_up:](https://cloud.google.com/transfer-appliance/docs/)
-* **Migrate for Anthos**: Migrate VMs to GKE containers [:link:](https://cloud.google.com/migrate/anthos/) [:page_facing_up:](https://cloud.google.com/migrate/anthos/docs/getting-started)
* **Migrate for Compute Engine**: Compute Engine migration tools [:link:](https://cloud.google.com/migrate/compute-engine/) [:page_facing_up:](https://cloud.google.com/velostrata/docs/)
* **Migrate from Amazon Redshift**: Migrate from Redshift to BigQuery [:link:](https://cloud.google.com/bigquery/docs/redshift-migration)
* **Migrate from Teradata**: Migrate from Teradata to BigQuery [:link:](https://cloud.google.com/solutions/migration/td2bq/td-bq-migration-overview)
@@ -238,7 +236,7 @@ Many of these products have a [free tier](https://cloud.google.com/free/). There
* **Apigee API Platform**: Develop, secure, monitor APIs [:link:](https://cloud.google.com/apigee-api-management/)
* **Apigee Hybrid**: Manage hybrid/multi-cloud API environments [:link:](https://cloud.google.com/apigee/api-management/hybrid/)[:page_facing_up:](https://docs.apigee.com/hybrid/beta2)
* **Apigee Sense**: API protection from attacks [:link:](https://cloud.google.com/apigee-sense/)
-* **Cloud Endpoints**: Cloud API gateway [:link:](https://cloud.google.com/endpoints/)
+* **Cloud Endpoints**: Managed cloud API gateway [:link:](https://cloud.google.com/endpoints/)
* **Cloud Healthcare API**: Healthcare system GCP interoperability [:link:](https://cloud.google.com/healthcare-api/)
* **Developer Portal**: API management portal [:link:](https://cloud.google.com/developer-portal/)
* **GCP Marketplace**: Partner & open source marketplace [:link:](https://cloud.google.com/marketplace/)