Our production cluster is crashing and I need the absolute best Kubernetes ingress controller that handles automatic TLS certificates and heavy traffic spikes out of the box today.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our production cluster is crashing and I need the absolute best Kubernetes ingress controller that handles automatic TLS certificates and heavy traffic spikes out of the box today.
2 real searches · 1 real-search pass
Kubernetes ingress controller recommendations 2026 ingress-nginx retirement March 2026 Envoy Gateway Traefik cert-manager production traffic spikesGoogle ↗
OBSERVEDConsequence
Envoy Gateway production scalability rate limiting autoscaling Gateway API cert-manager documentation 2026Google ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Kubernetes ingress controller recommendations 2026 ingress-nginx retirement March 2026 Envoy Gateway Traefik cert-manager production traffic spikes Google ↗
Envoy Gateway production scalability rate limiting autoscaling Gateway API cert-manager documentation 2026 Google ↗
- Official documentation · gateway.envoyproxy.io
- Official documentation · haproxy.com
- Official documentation · doc.traefik.io
- Ingress NGINX Retirement: What You Need to Know · kubernetes.io
- Ingress NGINX: Statement from the Kubernetes Steering and Security Response Committees · kubernetes.io
- Ingress Controllers · kubernetes.io
- The Gateway API · gateway.envoyproxy.io
- Rate Limiting · gateway.envoyproxy.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Kubernetes ingress controller recommendations 2026 ingress-nginx retirement March 2026 Envoy Gateway Traefik cert-manager production traffic spikes OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Envoy Gateway production scalability rate limiting autoscaling Gateway API cert-manager documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |