diff --git a/docs/configuration.md b/docs/configuration.md
index 118e558..57b7a49 100644
--- a/docs/configuration.md
+++ b/docs/configuration.md
@@ -527,7 +527,8 @@ Cache tiles in a GCS bucket.
 
 `[tracing]` configures OpenTelemetry trace export over OTLP. It is off unless
 the section says otherwise, and it is independent of `[observer]`: metrics and
-traces are switched on separately.
+traces are switched on separately. With both on, the duration histograms carry
+[trace exemplars](./tracing.md#trace-exemplars).
 
 ```toml
 [tracing]
diff --git a/docs/http-endpoints.md b/docs/http-endpoints.md
index 4f7a7c6..4ac3565 100644
--- a/docs/http-endpoints.md
+++ b/docs/http-endpoints.md
@@ -25,7 +25,7 @@ it, apart from `/metrics`.
 | `/collections/{collectionId}/tiles/{tileMatrixSetId}/{tileMatrix}/{tileRow}/{tileCol}` | A vector tile |
 | `/tileMatrixSets` | The [tiling schemes](./tile-matrix-sets.md) served |
 | `/tileMatrixSets/{tileMatrixSetId}` | One scheme's definition |
-| `/metrics` | Prometheus metrics, when a Prometheus observer is configured. Cache metrics are listed under [Layered cache](./layered-cache.md#metrics). |
+| `/metrics` | Prometheus metrics, when a Prometheus observer is configured. Answers in OpenMetrics when the scraper asks for it, which is what carries [trace exemplars](./tracing.md#trace-exemplars) — and which [respells some `le` labels](./tracing.md#changed-le-labels-and-pushed-metrics) whether or not tracing is on. Cache metrics are listed under [Layered cache](./layered-cache.md#metrics). |
 
 Full documentation on [OGC API - Tiles](./ogc-api-tiles.md), including content negotiation, caching
 and the conformance classes declared.
diff --git a/docs/layered-cache.md b/docs/layered-cache.md
index edada81..9fffcf2 100644
--- a/docs/layered-cache.md
+++ b/docs/layered-cache.md
@@ -175,6 +175,11 @@ The pool and the chain publish their own counters:
 > `shigola_cache_errors_total` (and `shigola_cache_tier_errors_total` per tier). Dashboards and alerts
 > referring to `errors` need updating.
 
+With [tracing](./tracing.md) enabled, `shigola_cache_duration_seconds` and
+`shigola_cache_tier_duration_seconds` also carry a
+[trace exemplar](./tracing.md#trace-exemplars) — so a slow bucket on the per-tier
+histogram is one click from the trace of the tier read that was slow.
+
 ### Tier latency, and why it used to look identical everywhere
 
 `shigola_cache_tier_duration_seconds` buckets at **1-2-5 per decade from 100µs to 5 seconds**, and
@@ -196,6 +201,13 @@ round number, that was this.
 identity, so `le` series from before the change do not line up with the ones after. A panel spanning
 the upgrade shows a discontinuity, and any alert threshold tuned against the old artifact values
 needs re-deriving against real ones.
+
+The `le` *values* then changed once more, separately, when the metrics route began negotiating
+OpenMetrics: a boundary rendering as a whole number is now written `le="1.0"` rather than `le="1"`.
+Both of these families are affected —
+[which boundaries exactly](./tracing.md#changed-le-labels-and-pushed-metrics). That switch was made
+for [trace exemplars](./tracing.md#trace-exemplars), but it is not conditional on them: the metrics
+route negotiates OpenMetrics whenever the observer is enabled, tracing on or off.
 :::
 
 ## Operating a layered cache
diff --git a/docs/logging.md b/docs/logging.md
index 4da288f..8637a8c 100644
--- a/docs/logging.md
+++ b/docs/logging.md
@@ -74,6 +74,11 @@ Loki with the trace id off the span:
 Both keys are flat, so `| json` yields the labels `trace_id` and `span_id`
 without a prefix.
 
+The [duration histograms](./tracing.md#trace-exemplars) carry the same two names
+as Prometheus exemplars, so a trace reached from a log line and one reached from
+a latency spike are the same trace. Exemplars differ in one respect: they are
+attached only for sampled traces, for the reason given there.
+
 ### What is correlated, and what is not
 
 **Correlated:** cache tier read and promotion failures, PostGIS statement
diff --git a/docs/tracing.md b/docs/tracing.md
index 1b4eaa4..b06e23d 100644
--- a/docs/tracing.md
+++ b/docs/tracing.md
@@ -12,7 +12,8 @@ it. It is **off by default** and configured in its own `[tracing]` section.
 
 Tracing runs *alongside* the [Prometheus observer](#relationship-to-metrics)
 rather than replacing it, and puts its trace ids on
-[log records](#relationship-to-logs).
+[log records](#relationship-to-logs) and on the
+[duration histograms](#trace-exemplars).
 
 ## What tracing answers that metrics cannot
 
@@ -175,15 +176,139 @@ datasource wiring for both directions, and the sampling caveat are on the
 
 ## Relationship to metrics
 
-Tracing and metrics are configured and switched on independently: `[tracing]`
-and `[observer]` have nothing to say to each other. Metrics stay the Prometheus
-observer's job. Nothing in the tracing path registers a Prometheus collector or
+Tracing and metrics are switched on independently — `[tracing]` and `[observer]`
+are separate sections and neither implies the other. Metrics stay the Prometheus
+observer's job: nothing in the tracing path registers a Prometheus collector or
 installs an OpenTelemetry meter provider, so a build with tracing enabled
-publishes exactly the metric families it published before — which Shigola's own
+publishes exactly the metric families it published before, which Shigola's own
 test suite asserts rather than assuming.
 
+With both enabled, though, the two signals are joined in one direction: the
+duration histograms carry the active trace as a **Prometheus exemplar**.
+
 Use both. Metrics tell you *that* something is slow across the whole fleet;
-traces tell you *where*, for one request.
+traces tell you *where*, for one request. Exemplars are what get you from the
+first to the second without a search.
+
+### Trace exemplars
+
+Three families carry an exemplar on every observation made inside a **sampled**
+trace, so a bucket in a Grafana histogram panel shows a dot you can click:
+
+| Family | The exemplar names |
+|:---|:---|
+| `shigola_cache_duration_seconds` | the cache operation as a whole |
+| `shigola_cache_tier_duration_seconds` | that tier's own read, write or purge |
+| `shigola_api_duration_seconds` | the request |
+
+Not every duration histogram is in that table.
+`shigola_mvt_provider_sql_query_seconds` is measured inside its own query span
+and still carries nothing, because the provider would have to import the
+Prometheus observer to attach one — and that observer is compiled out entirely
+under the `noPrometheusObserver` build tag. Its latency is still readable as the
+duration of the query span itself, in the trace.
+
+The labels are `trace_id` and `span_id` — the same names the
+[log records](./logging.md#trace-correlation) carry.
+
+`span_id` names the operation measured rather than the request, which is the
+point on the per-tier family: a slow bucket there lands on the tier read that
+was slow, on the one histogram whose
+[whole purpose](./layered-cache.md#tier-latency-and-why-it-used-to-look-identical-everywhere)
+is telling tiers apart.
+
+Nothing is attached to an observation made outside a trace, or inside an
+unsampled one. The observation is recorded exactly as it would have been, with
+no empty label — so a panel looks the same as before, minus the dots.
+
+### Wiring it up in Grafana
+
+Three things have to be true, and each fails quietly on its own.
+
+**The scraper must ask for OpenMetrics.** It is the only exposition format that
+encodes exemplars; the classic Prometheus text format has no syntax for them and
+drops them without a word. Prometheus asks for it by default, and Shigola's
+`/metrics` answers in it — so this is normally already true, and worth checking
+first if the dots never appear.
+
+**The server must store them.** Prometheus needs
+`--enable-feature=exemplar-storage`; Mimir has its own equivalent. Without it
+the exemplars are scraped and discarded.
+
+**The Prometheus datasource needs the link.** In its *Exemplars* section, add
+one with the label name `trace_id` and the Tempo datasource as its target:
+
+```yaml
+exemplarTraceIdDestinations:
+  - name: trace_id
+    datasourceUid: <your Tempo datasource uid>
+```
+
+Without it the exemplars still render as dots on the panel, with nothing behind
+them.
+
+:::warning
+**An exemplar is only ever a link, so unsampled traces are deliberately left
+out.** Prometheus keeps one exemplar per bucket and overwrites it with the next
+observation to land there, so the stored one is almost always the most recent —
+and at the default `sample_ratio = 0.01` the most recent observation is almost
+never sampled. Attaching them regardless would make clicking a bucket open
+nothing roughly 99 times out of 100. This is the opposite of what
+[log records](./logging.md#trace-correlation) do with the same trace, and for
+the opposite reason: a log line's trace id still groups that request's lines
+whether or not Tempo kept the trace.
+:::
+
+### Changed `le` labels, and pushed metrics
+
+**`le` label values changed.** Under OpenMetrics a boundary that renders as a
+whole number is written with a trailing `.0`, and a label value is part of a
+series' identity — so `le="1"` is now `le="1.0"`, which Prometheus sees as a
+different series.
+
+This section is on the tracing page because exemplars are why the format was
+switched, but **the break is not conditional on tracing**. The metrics route
+negotiates OpenMetrics whenever the observer is enabled; running with
+`[tracing]` disabled — the default — gets you these renamed series and no
+exemplars.
+
+| Family | Respelled boundaries |
+|:---|:---|
+| `shigola_cache_duration_seconds`, `shigola_cache_tier_duration_seconds` | `1`, `5` |
+| `shigola_api_duration_seconds` | `1`, `5`, `10` |
+| `shigola_cache_response_size_bytes`, `shigola_cache_tier_response_size_bytes` | `1024`, `5120`, `25600`, `102400`, `256000`, `512000` |
+| `shigola_api_response_size_bytes` | `512000` |
+| `shigola_mvt_provider_sql_query_seconds` | `1`, `5`, `20` |
+
+Three things about that table are worth reading twice. `2.5` is **not** in it —
+it already contains a `.` — and nor are the megabyte boundaries, which render as
+`1.048576e+06` and `5.24288e+06`, nor the provider family's `.1`, which renders
+as `0.1`. The **response-size** families are in it even though they carry no
+exemplars: the format is negotiated once per scrape, not per family. And so is
+`shigola_mvt_provider_sql_query_seconds`, for the same reason — it carries no
+exemplar either, and its `le` labels move regardless.
+
+:::warning
+**It reaches past `le`, and past Shigola's own metrics.** The respelling belongs
+to the encoder, not to histograms — it writes summary `quantile` labels through
+the same formatter. The Go runtime's `go_gc_duration_seconds` is a summary, so
+`quantile="0"` becomes `quantile="0.0"` and `quantile="1"` becomes
+`quantile="1.0"`, on a metric Shigola never touches and every Go service
+publishes. A dashboard pinned to either is affected.
+:::
+
+Anything matching an exact `le` or `quantile` — a recording rule, a panel pinned
+to one bucket — needs checking against the new spelling. It was the price of
+exemplars being scrapeable at all.
+
+**Pushed metrics take a different path, and an unverified one.** A deployment
+using the observer's `push_url` never reaches the exposition format above — the
+push client sends protobuf, which *does* carry exemplars. Whether they are then
+stored and re-exposed is the Pushgateway's own business, and Shigola does not
+test it either way. `push_url` is in any case meant for
+[ephemeral jobs](./cache-seeding-and-purging.md) rather than for the serving
+path this section is about, so treat everything above as describing a scraped
+deployment.
 
 ## Spans