Split weathermap generation from dashboard composition

generate_weathermap.py now emits only the weathermap panel (targets +
options.weathermap) and merges it into a manually-authored dashboard base
(configs/grafana/dashboard-base.json) at a reserved slot panel, keeping
the base's gridPos so layout stays manual. The BGP sessions table,
ports/interfaces table, throughput graphs, and template variables move
out of the script entirely into that base file.

Verified zero regression: merged output is identical to the prior
generator-only output except for JSON key ordering, and all panel
queries re-validated via /api/ds/query.

Refs #52

configs/grafana/dashboard-base.json

@@ -0,0 +1,197 @@
+{
+  "uid": "evpn-vxlan-fabric-weathermap",
+  "title": "EVPN/VXLAN Fabric Weathermap",
+  "tags": ["evpn", "vxlan", "weathermap", "auto-generated"],
+  "timezone": "browser",
+  "schemaVersion": 39,
+  "version": 0,
+  "templating": {
+    "list": [
+      {
+        "name": "site",
+        "type": "query",
+        "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+        "query": { "query": "label_values(interfaces_interface_state_oper_status, site)", "refId": "site" },
+        "refresh": 2,
+        "sort": 1,
+        "multi": true,
+        "includeAll": true,
+        "current": { "text": "All", "value": "$__all" }
+      },
+      {
+        "name": "device",
+        "type": "query",
+        "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+        "query": {
+          "query": "label_values(interfaces_interface_state_oper_status{site=~\"$site\"}, device)",
+          "refId": "device"
+        },
+        "refresh": 2,
+        "sort": 1,
+        "multi": true,
+        "includeAll": true,
+        "current": { "text": "All", "value": "$__all" }
+      }
+    ]
+  },
+  "panels": [
+    {
+      "id": 1,
+      "title": "__WEATHERMAP_SLOT__",
+      "gridPos": { "h": 24, "w": 24, "x": 0, "y": 0 }
+    },
+    {
+      "id": 2,
+      "type": "table",
+      "title": "BGP Sessions",
+      "gridPos": { "h": 10, "w": 12, "x": 0, "y": 24 },
+      "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+      "targets": [
+        {
+          "refId": "A",
+          "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+          "instant": true,
+          "format": "table",
+          "expr": "network_instances_network_instance_protocols_protocol_bgp_neighbors_neighbor_state_session_state{device=~\"$device\"}"
+        }
+      ],
+      "transformations": [
+        {
+          "id": "organize",
+          "options": {
+            "excludeByName": {
+              "Time": true,
+              "__name__": true,
+              "instance": true,
+              "job": true,
+              "protocol_identifier": true,
+              "protocol_name": true,
+              "subscription_name": true
+            },
+            "renameByName": {
+              "device": "Device",
+              "neighbor_address": "Neighbor Address",
+              "network_instance_name": "VRF",
+              "Value": "State"
+            }
+          }
+        }
+      ],
+      "fieldConfig": {
+        "defaults": {
+          "mappings": [
+            { "type": "value", "options": { "0": { "text": "Down", "color": "red" }, "1": { "text": "Up", "color": "green" } } }
+          ],
+          "custom": { "cellOptions": { "type": "color-background" } }
+        },
+        "overrides": [
+          {
+            "matcher": { "id": "byName", "options": "State" },
+            "properties": [
+              { "id": "custom.cellOptions", "value": { "type": "color-background" } },
+              {
+                "id": "mappings",
+                "value": [
+                  { "type": "value", "options": { "0": { "text": "Down", "color": "red" }, "1": { "text": "Up", "color": "green" } } }
+                ]
+              }
+            ]
+          }
+        ]
+      }
+    },
+    {
+      "id": 3,
+      "type": "table",
+      "title": "Ports / Interfaces",
+      "gridPos": { "h": 10, "w": 12, "x": 12, "y": 24 },
+      "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+      "targets": [
+        {
+          "refId": "A",
+          "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+          "instant": true,
+          "format": "table",
+          "expr": "interfaces_interface_state_oper_status{device=~\"$device\"}"
+        },
+        {
+          "refId": "B",
+          "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+          "instant": true,
+          "format": "table",
+          "expr": "rate(interfaces_interface_state_counters_in_octets{device=~\"$device\"}[5m]) * 8"
+        },
+        {
+          "refId": "C",
+          "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+          "instant": true,
+          "format": "table",
+          "expr": "rate(interfaces_interface_state_counters_out_octets{device=~\"$device\"}[5m]) * 8"
+        }
+      ],
+      "transformations": [
+        { "id": "merge", "options": {} },
+        {
+          "id": "organize",
+          "options": {
+            "excludeByName": {
+              "Time": true,
+              "__name__": true,
+              "instance": true,
+              "job": true,
+              "subscription_name": true
+            },
+            "renameByName": {
+              "device": "Device",
+              "interface": "Interface",
+              "Value #A": "Status",
+              "Value #B": "In (bps)",
+              "Value #C": "Out (bps)"
+            }
+          }
+        }
+      ],
+      "fieldConfig": {
+        "defaults": {},
+        "overrides": [
+          {
+            "matcher": { "id": "byName", "options": "Status" },
+            "properties": [
+              { "id": "custom.cellOptions", "value": { "type": "color-background" } },
+              {
+                "id": "mappings",
+                "value": [
+                  { "type": "value", "options": { "0": { "text": "Down", "color": "red" }, "1": { "text": "Up", "color": "green" } } }
+                ]
+              }
+            ]
+          },
+          { "matcher": { "id": "byName", "options": "In (bps)" }, "properties": [{ "id": "unit", "value": "bps" }] },
+          { "matcher": { "id": "byName", "options": "Out (bps)" }, "properties": [{ "id": "unit", "value": "bps" }] }
+        ]
+      }
+    },
+    {
+      "id": 4,
+      "type": "timeseries",
+      "title": "Throughput per Site",
+      "gridPos": { "h": 10, "w": 24, "x": 0, "y": 34 },
+      "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+      "fieldConfig": { "defaults": { "unit": "bps" }, "overrides": [] },
+      "targets": [
+        {
+          "refId": "A",
+          "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+          "expr": "sum by (site) (rate(interfaces_interface_state_counters_in_octets{site=~\"$site\", interface!~\"Management.*\"}[5m]) * 8)",
+          "legendFormat": "{{site}} in"
+        },
+        {
+          "refId": "B",
+          "datasource": { "type": "prometheus", "uid": "__DATASOURCE_UID__" },
+          "expr": "-sum by (site) (rate(interfaces_interface_state_counters_out_octets{site=~\"$site\", interface!~\"Management.*\"}[5m]) * 8)",
+          "legendFormat": "{{site}} out"
+        }
+      ]
+    }
+  ]
+}

configs/grafana/weathermap-dashboard.json

@@ -58,7 +58,6 @@
     "panels": [
       {
         "id": 1,
-        "type": "tamirsuliman-weathermap-panel",
         "title": "Fabric Weathermap",
         "gridPos": {
           "h": 24,
@@ -66,6 +65,7 @@
           "x": 0,
           "y": 0
         },
+        "type": "tamirsuliman-weathermap-panel",
         "datasource": {
           "type": "prometheus",
           "uid": "cfrlusac89se8a"

scripts/README.md

@@ -1,10 +1,25 @@
 # scripts/generate_weathermap.py
 
 Generates a [weathermap-ng](https://github.com/allamiro/grafana-network-weathermap-ng)
-panel from live IPFabric topology + gnmic/Prometheus metrics, and writes a full
+**panel only** from live IPFabric topology + gnmic/Prometheus metrics, merges
-Grafana dashboard-as-code JSON to `configs/grafana/weathermap-dashboard.json`
+it into a manually-authored dashboard base, and writes the merged result to
-(committed to Gitea as the source of truth, same pattern as the retired Flow
+`configs/grafana/weathermap-dashboard.json` (committed to Gitea as the build
-Panel YAML). Optionally provisions it into Grafana via the HTTP API.
+artifact, same pattern as the retired Flow Panel YAML). Optionally provisions
+it into Grafana via the HTTP API.
+
+## File structure (see #52)
+
+| File | What it is |
+|---|---|
+| `configs/grafana/dashboard-base.json` | **Manually authored**, committed source of truth for everything except the weathermap panel: BGP sessions table, ports/interfaces table, throughput-per-site graphs, `site`/`device` template variables, panel layout. Edit this directly for anything in those panels. Contains a reserved slot panel titled `__WEATHERMAP_SLOT__` (id `1`, `gridPos` fixed) that the script splices the generated weathermap panel into. |
+| `configs/grafana/weathermap-dashboard.json` | **Generated build artifact** — base + freshly-generated weathermap panel, merged. This is what actually gets provisioned to Grafana. Don't hand-edit; re-run the script. |
+
+The script itself only ever knows about the weathermap panel (`targets` +
+`options.weathermap`) — it has no knowledge of the other three panels or the
+template variables. That split is deliberate: topology-driven content
+(nodes/links, generated from live IPFabric+Prometheus data) is separated from
+hand-tuned dashboard composition (table layout, transformations, thresholds),
+which doesn't need to regenerate on every topology change.
 
 See issue #48 for the panel schema research this is built against, and its
 comment thread for the live-validation history (auth quirks, plugin id, a
@@ -16,7 +31,7 @@ anchor/regex-escaping logic).
 ```bash
 export IPFABRIC_URL=https://<ipfabric-instance>
 export IPFABRIC_TOKEN=<token>
-python3 scripts/generate_weathermap.py                 # writes the JSON only
+python3 scripts/generate_weathermap.py                 # writes the merged JSON only
 
 export GRAFANA_URL=https://<external-grafana-instance>
 export GRAFANA_TOKEN=<token>
@@ -24,13 +39,25 @@ export GRAFANA_DATASOURCE_UID=<prometheus-datasource-uid-in-grafana>
 python3 scripts/generate_weathermap.py --provision      # also provisions via the Grafana API
 ```
 
-Re-run after any topology change (`evpn-lab.clab.yml`) to regenerate and
+Re-run after any topology change (`evpn-lab.clab.yml`) to regenerate the
-re-provision.
+weathermap panel and re-merge/re-provision. The script always regenerates the
+weathermap panel fresh from live IPFabric data (no diffing/incremental
+state), so a plain re-run already picks up any topology change — there's no
+separate "detect changes" step. The only manual/operational step is
+*triggering* that re-run after a change; there's no watcher or CI hook doing
+it automatically yet.
+
+If you need to change the BGP/ports/throughput panels, template variables, or
+layout, edit `configs/grafana/dashboard-base.json` directly and re-run the
+script (or run it with `--provision` to push the edit live) — no topology
+data is needed for that path, the weathermap panel just gets regenerated
+alongside it.
 
 ## Environment variables
 
 | Variable | Required | Default | Notes |
 |---|---|---|---|
+| `--base` (CLI flag, not env) | no | `configs/grafana/dashboard-base.json` | Manual dashboard base to merge the weathermap panel into. |
 | `IPFABRIC_URL` | yes | — | e.g. `https://ipfabric.example.com` |
 | `IPFABRIC_TOKEN` | yes | — | Inventory/Snapshots read access. Sent as `X-API-Token`, not `Authorization: Bearer` — IPFabric's REST API does not use bearer auth. |
 | `IPFABRIC_SNAPSHOT` | no | `$last` | |
@@ -66,8 +93,13 @@ re-provision.
    name has no matching series is logged, not silently dropped — the actual
    fix for a real mismatch belongs in gnmic interface aliasing (#43), not in
    this script.
-7. Writes the dashboard JSON, and provisions it via `POST
+7. Loads `configs/grafana/dashboard-base.json`, substitutes the real
-   /api/dashboards/db` if `--provision` is passed.
+   Prometheus datasource UID into its `__DATASOURCE_UID__` placeholders,
+   finds the panel titled `__WEATHERMAP_SLOT__` and splices in the generated
+   weathermap panel content (keeping the slot's `gridPos`/`id`, so the manual
+   layout is never repositioned).
+8. Writes the merged dashboard JSON to `configs/grafana/weathermap-dashboard.json`,
+   and provisions it via `POST /api/dashboards/db` if `--provision` is passed.
 
 ## Known gaps
 

scripts/generate_weathermap.py

@@ -1,6 +1,14 @@
 #!/usr/bin/env python3
-"""Generate a weathermap-ng panel config from IPFabric topology + gnmic/Prometheus
+"""Generate a weathermap-ng PANEL (only) from IPFabric topology + gnmic/Prometheus
-metrics, and optionally provision it into a Grafana dashboard.
+metrics, merge it into a manually-authored dashboard base, and optionally
+provision the result into Grafana.
+
+Scope (see #52): this script knows only about the weathermap panel --
+targets (node status / link tx / link rx / VXLAN tooltip queries) and
+options.weathermap (nodes/links/scale/settings). It has no knowledge of the
+BGP sessions table, ports/interfaces table, or throughput panels -- those
+live in the manually-authored `configs/grafana/dashboard-base.json` and are
+not touched by this script.
 
 Data sources (see gitea issues #44, #47, #48):
   - IPFabric REST API: device inventory + connectivity-matrix (topology)
@@ -8,8 +16,13 @@ Data sources (see gitea issues #44, #47, #48):
     values, used both to validate the IPFabric->gnmic interface-name mapping
     and to resolve which VTEPs/VLANs actually have VXLAN data.
 
+Merge: the weathermap panel is generated fresh from live data on every run
+(no diffing), then spliced into the base dashboard's reserved slot (the panel
+titled "__WEATHERMAP_SLOT__"), keeping that slot's gridPos so the manually
+authored layout is never repositioned by the generator. See #52.
+
 Usage:
-    python3 scripts/generate_weathermap.py [--output PATH] [--provision]
+    python3 scripts/generate_weathermap.py [--base PATH] [--output PATH] [--provision]
 
 Environment:
     IPFABRIC_URL        e.g. https://ipfabric.example.com
@@ -396,226 +409,66 @@ def build_weathermap(devices, links, interface_speeds, positions, prometheus_url
 
 
 # --------------------------------------------------------------------------
-# Grafana provisioning
+# Weathermap panel (only) -- see #52, scope narrowed from full-dashboard
 # --------------------------------------------------------------------------
 
-def build_templating(datasource_uid):
+WEATHERMAP_SLOT_TITLE = "__WEATHERMAP_SLOT__"
-    ds = {"type": "prometheus", "uid": datasource_uid}
+
+
+def build_weathermap_panel(weathermap, targets, datasource_uid, plugin_id):
+    """The weathermap panel's own content: type/datasource/targets/options.
+    Deliberately has no gridPos/id/title of its own -- those come from
+    whatever slot it's merged into (see merge_weathermap_into_base)."""
     return {
-        "list": [
-            {
-                "name": "site",
-                "type": "query",
-                "datasource": ds,
-                "query": {"query": "label_values(interfaces_interface_state_oper_status, site)", "refId": "site"},
-                "refresh": 2,
-                "sort": 1,
-                "multi": True,
-                "includeAll": True,
-                "current": {"text": "All", "value": "$__all"},
-            },
-            {
-                "name": "device",
-                "type": "query",
-                "datasource": ds,
-                # chained: only devices belonging to the selected site(s)
-                "query": {
-                    "query": 'label_values(interfaces_interface_state_oper_status{site=~"$site"}, device)',
-                    "refId": "device",
-                },
-                "refresh": 2,
-                "sort": 1,
-                "multi": True,
-                "includeAll": True,
-                "current": {"text": "All", "value": "$__all"},
-            },
-        ]
-    }
-
-
-def build_bgp_table_panel(panel_id, datasource_uid, grid_y):
-    ds = {"type": "prometheus", "uid": datasource_uid}
-    return {
-        "id": panel_id,
-        "type": "table",
-        "title": "BGP Sessions",
-        "gridPos": {"h": 10, "w": 12, "x": 0, "y": grid_y},
-        "datasource": ds,
-        "targets": [
-            {
-                "refId": "A",
-                "datasource": ds,
-                "instant": True,
-                "format": "table",
-                "expr": (
-                    'network_instances_network_instance_protocols_protocol_bgp_neighbors_neighbor_state_session_state'
-                    '{device=~"$device"}'
-                ),
-            }
-        ],
-        "transformations": [
-            {
-                "id": "organize",
-                "options": {
-                    "excludeByName": {
-                        "Time": True, "__name__": True, "instance": True, "job": True,
-                        "protocol_identifier": True, "protocol_name": True, "subscription_name": True,
-                    },
-                    "renameByName": {
-                        "device": "Device",
-                        "neighbor_address": "Neighbor Address",
-                        "network_instance_name": "VRF",
-                        "Value": "State",
-                    },
-                },
-            }
-        ],
-        "fieldConfig": {
-            "defaults": {
-                "mappings": [
-                    {"type": "value", "options": {"0": {"text": "Down", "color": "red"}, "1": {"text": "Up", "color": "green"}}}
-                ],
-                "custom": {"cellOptions": {"type": "color-background"}},
-            },
-            "overrides": [
-                {"matcher": {"id": "byName", "options": "State"}, "properties": [
-                    {"id": "custom.cellOptions", "value": {"type": "color-background"}},
-                    {"id": "mappings", "value": [
-                        {"type": "value", "options": {"0": {"text": "Down", "color": "red"}, "1": {"text": "Up", "color": "green"}}}
-                    ]},
-                ]}
-            ],
-        },
-    }
-
-
-def build_ports_table_panel(panel_id, datasource_uid, grid_y):
-    ds = {"type": "prometheus", "uid": datasource_uid}
-    return {
-        "id": panel_id,
-        "type": "table",
-        "title": "Ports / Interfaces",
-        "gridPos": {"h": 10, "w": 12, "x": 12, "y": grid_y},
-        "datasource": ds,
-        "targets": [
-            {
-                "refId": "A",
-                "datasource": ds,
-                "instant": True,
-                "format": "table",
-                "expr": 'interfaces_interface_state_oper_status{device=~"$device"}',
-            },
-            {
-                "refId": "B",
-                "datasource": ds,
-                "instant": True,
-                "format": "table",
-                "expr": 'rate(interfaces_interface_state_counters_in_octets{device=~"$device"}[5m]) * 8',
-            },
-            {
-                "refId": "C",
-                "datasource": ds,
-                "instant": True,
-                "format": "table",
-                "expr": 'rate(interfaces_interface_state_counters_out_octets{device=~"$device"}[5m]) * 8',
-            },
-        ],
-        # Grafana-side merge (not a PromQL join) -- see #44/#48 VXLAN join
-        # failure; joining on (device, interface) in PromQL across these
-        # three metric families is fragile, merging the three table results
-        # in Grafana on shared field values is not.
-        "transformations": [
-            {"id": "merge", "options": {}},
-            {
-                "id": "organize",
-                "options": {
-                    "excludeByName": {
-                        "Time": True, "__name__": True, "instance": True, "job": True, "subscription_name": True,
-                    },
-                    "renameByName": {
-                        "device": "Device",
-                        "interface": "Interface",
-                        "Value #A": "Status",
-                        "Value #B": "In (bps)",
-                        "Value #C": "Out (bps)",
-                    },
-                },
-            },
-        ],
-        "fieldConfig": {
-            "defaults": {},
-            "overrides": [
-                {"matcher": {"id": "byName", "options": "Status"}, "properties": [
-                    {"id": "custom.cellOptions", "value": {"type": "color-background"}},
-                    {"id": "mappings", "value": [
-                        {"type": "value", "options": {"0": {"text": "Down", "color": "red"}, "1": {"text": "Up", "color": "green"}}}
-                    ]},
-                ]},
-                {"matcher": {"id": "byName", "options": "In (bps)"}, "properties": [{"id": "unit", "value": "bps"}]},
-                {"matcher": {"id": "byName", "options": "Out (bps)"}, "properties": [{"id": "unit", "value": "bps"}]},
-            ],
-        },
-    }
-
-
-def build_throughput_panel(panel_id, datasource_uid, grid_y):
-    ds = {"type": "prometheus", "uid": datasource_uid}
-    return {
-        "id": panel_id,
-        "type": "timeseries",
-        "title": "Throughput per Site",
-        "gridPos": {"h": 10, "w": 24, "x": 0, "y": grid_y},
-        "datasource": ds,
-        "fieldConfig": {"defaults": {"unit": "bps"}, "overrides": []},
-        "targets": [
-            {
-                "refId": "A",
-                "datasource": ds,
-                # Management0 excluded -- gNMI telemetry traffic on the OOB
-                # port otherwise swamps fabric traffic and skews in/out
-                # wildly asymmetric, see #51.
-                "expr": 'sum by (site) (rate(interfaces_interface_state_counters_in_octets{site=~"$site", interface!~"Management.*"}[5m]) * 8)',
-                "legendFormat": "{{site}} in",
-            },
-            {
-                "refId": "B",
-                "datasource": ds,
-                # negated so in/out render as a signed graph (in above zero, out below)
-                "expr": '-sum by (site) (rate(interfaces_interface_state_counters_out_octets{site=~"$site", interface!~"Management.*"}[5m]) * 8)',
-                "legendFormat": "{{site}} out",
-            },
-        ],
-    }
-
-
-def build_dashboard(weathermap, targets, dashboard_uid, datasource_uid, plugin_id):
-    weathermap_panel = {
-        "id": 1,
         "type": plugin_id,
-        "title": "Fabric Weathermap",
-        "gridPos": {"h": 24, "w": 24, "x": 0, "y": 0},
         "datasource": {"type": "prometheus", "uid": datasource_uid},
         "targets": [dict(t, datasource={"type": "prometheus", "uid": datasource_uid}) for t in targets],
         "options": {"weathermap": weathermap},
     }
-    return {
+
-        "dashboard": {
+
-            "uid": dashboard_uid,
+# --------------------------------------------------------------------------
-            "title": "EVPN/VXLAN Fabric Weathermap",
+# Manual base dashboard + merge (see #52)
-            "tags": ["evpn", "vxlan", "weathermap", "auto-generated"],
+# --------------------------------------------------------------------------
-            "timezone": "browser",
+
-            "schemaVersion": 39,
+def load_base_dashboard(path):
-            "version": 0,
+    with open(path) as f:
-            "templating": build_templating(datasource_uid),
+        return json.load(f)
-            "panels": [
+
-                weathermap_panel,
+
-                build_bgp_table_panel(2, datasource_uid, 24),
+def substitute_placeholders(obj, replacements):
-                build_ports_table_panel(3, datasource_uid, 24),
+    """Recursively replace exact-match string placeholders (e.g. the
-                build_throughput_panel(4, datasource_uid, 34),
+    datasource UID token) anywhere in the manually-authored base JSON."""
-            ],
+    if isinstance(obj, dict):
-        },
+        return {k: substitute_placeholders(v, replacements) for k, v in obj.items()}
-        "overwrite": True,
+    if isinstance(obj, list):
-    }
+        return [substitute_placeholders(v, replacements) for v in obj]
+    if isinstance(obj, str) and obj in replacements:
+        return replacements[obj]
+    return obj
+
+
+def merge_weathermap_into_base(base_dashboard, weathermap_panel, dashboard_uid):
+    """Splice the freshly generated weathermap panel into the base
+    dashboard's reserved slot (matched by title), keeping the slot's
+    gridPos/id -- layout stays manual, the generator never repositions it."""
+    dashboard = dict(base_dashboard)
+    dashboard["uid"] = dashboard_uid
+    panels = []
+    found = False
+    for panel in dashboard.get("panels", []):
+        if panel.get("title") == WEATHERMAP_SLOT_TITLE:
+            found = True
+            merged = dict(panel)
+            merged.update(weathermap_panel)
+            merged["title"] = "Fabric Weathermap"
+            panels.append(merged)
+        else:
+            panels.append(panel)
+    if not found:
+        sys.exit(f"Base dashboard has no panel titled {WEATHERMAP_SLOT_TITLE!r} -- nowhere to merge the weathermap panel")
+    dashboard["panels"] = panels
+    return dashboard
 
 
 def provision_to_grafana(grafana_url, api_token, dashboard_payload):
@@ -636,10 +489,12 @@ def provision_to_grafana(grafana_url, api_token, dashboard_payload):
 
 def main():
     parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter)
+    parser.add_argument("--base", default="configs/grafana/dashboard-base.json",
+                         help="manually-authored dashboard base JSON (everything but the weathermap panel)")
     parser.add_argument("--output", default="configs/grafana/weathermap-dashboard.json",
-                         help="where to write the generated dashboard-as-code JSON")
+                         help="where to write the merged dashboard-as-code JSON (build artifact)")
     parser.add_argument("--provision", action="store_true",
-                         help="also POST the dashboard to the Grafana API (requires GRAFANA_* env vars)")
+                         help="also POST the merged dashboard to the Grafana API (requires GRAFANA_* env vars)")
     args = parser.parse_args()
 
     ipfabric_url = env("IPFABRIC_URL", required=True)
@@ -674,13 +529,20 @@ def main():
     dashboard_uid = env("GRAFANA_DASHBOARD_UID", "evpn-vxlan-fabric-weathermap")
     datasource_uid = env("GRAFANA_DATASOURCE_UID", "PROMETHEUS_DATASOURCE_UID_PLACEHOLDER")
     plugin_id = env("GRAFANA_WEATHERMAP_PLUGIN_ID", "tamirsuliman-weathermap-panel")
-    dashboard_payload = build_dashboard(weathermap, targets, dashboard_uid, datasource_uid, plugin_id)
+    weathermap_panel = build_weathermap_panel(weathermap, targets, datasource_uid, plugin_id)
+
+    print(f"Loading manual dashboard base ({args.base})...")
+    base_dashboard = load_base_dashboard(args.base)
+    base_dashboard = substitute_placeholders(base_dashboard, {"__DATASOURCE_UID__": datasource_uid})
+    dashboard = merge_weathermap_into_base(base_dashboard, weathermap_panel, dashboard_uid)
+    dashboard_payload = {"dashboard": dashboard, "overwrite": True}
 
     os.makedirs(os.path.dirname(args.output) or ".", exist_ok=True)
     with open(args.output, "w") as f:
         json.dump(dashboard_payload, f, indent=2)
         f.write("\n")
-    print(f"Wrote {args.output} ({len(weathermap['nodes'])} nodes, {len(weathermap['links'])} links)")
+    print(f"Wrote {args.output} ({len(weathermap['nodes'])} nodes, {len(weathermap['links'])} links, "
+          f"{len(dashboard['panels'])} panels total)")
 
     if args.provision:
         grafana_url = env("GRAFANA_URL", required=True)