improve aggregations

2026-01-15 09:57:05 +11:00
parent 457d9395f0
commit 50e9921955
8 changed files with 261 additions and 81 deletions
--- a/.gitignore
+++ b/.gitignore
@@ -11,6 +11,7 @@
 vctp
 build/
 reports/
+reports/*.xlsx
 settings.yaml

 # Certificates
@@ -44,7 +45,7 @@ appengine-generated/
 tmp/
 pb_data/

-# General
+# Generalis 
 .DS_Store
 .AppleDouble
 .LSOverride
--- a/db/helpers.go
+++ b/db/helpers.go
@@ -281,9 +281,17 @@ func EnsureSnapshotTable(ctx context.Context, dbConn *sqlx.DB, tableName string)
 		return err
 	}

-	index := fmt.Sprintf(`CREATE INDEX IF NOT EXISTS %s_vm_vcenter_idx ON %s ("VmId","Vcenter")`, tableName, tableName)
-	_, err = dbConn.ExecContext(ctx, index)
-	return err
+	indexes := []string{
+		fmt.Sprintf(`CREATE INDEX IF NOT EXISTS %s_vm_vcenter_idx ON %s ("VmId","Vcenter")`, tableName, tableName),
+		fmt.Sprintf(`CREATE INDEX IF NOT EXISTS %s_snapshottime_idx ON %s ("SnapshotTime")`, tableName, tableName),
+		fmt.Sprintf(`CREATE INDEX IF NOT EXISTS %s_resourcepool_idx ON %s ("ResourcePool")`, tableName, tableName),
+	}
+	for _, idx := range indexes {
+		if _, err := dbConn.ExecContext(ctx, idx); err != nil {
+			return err
+		}
+	}
+	return nil
 }

 // BackfillSerialColumn sets missing values in a serial-like column for Postgres tables.
@@ -378,6 +386,20 @@ func BuildDailySummaryInsert(tableName string, unionQuery string) (string, error
 	insert := fmt.Sprintf(`
 WITH snapshots AS (
 %s
+), ordered AS (
+  SELECT
+    s.*,
+    LEAD("SnapshotTime") OVER (PARTITION BY "VmId", "Vcenter" ORDER BY "SnapshotTime") AS next_snapshot,
+    LEAD("SnapshotTime") OVER (PARTITION BY "VmId", "Vcenter" ORDER BY "SnapshotTime") - "SnapshotTime" AS interval_seconds
+  FROM snapshots s
+), weighted AS (
+  SELECT
+    o.*,
+    CASE
+      WHEN o.interval_seconds IS NULL OR o.interval_seconds <= 0 THEN 3600
+      ELSE o.interval_seconds
+    END AS weight_seconds
+  FROM ordered o
 )
 INSERT INTO %s (
  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId", "CreationTime", "DeletionTime",
@@ -390,12 +412,12 @@ INSERT INTO %s (
 SELECT
  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId",
  COALESCE(NULLIF("CreationTime", 0), MIN(CASE WHEN "IsPresent" = 'TRUE' THEN "SnapshotTime" END), 0) AS "CreationTime",
-  "DeletionTime",
+  COALESCE(NULLIF("DeletionTime", 0), MAX(CASE WHEN "IsPresent" = 'TRUE' THEN "SnapshotTime" END), 0) AS "DeletionTime",
  (
    SELECT s2."ResourcePool"
-    FROM snapshots s2
-    WHERE s2."VmId" = snapshots."VmId"
-      AND s2."Vcenter" = snapshots."Vcenter"
+    FROM weighted s2
+    WHERE s2."VmId" = weighted."VmId"
+      AND s2."Vcenter" = weighted."Vcenter"
      AND s2."IsPresent" = 'TRUE'
    ORDER BY s2."SnapshotTime" DESC
    LIMIT 1
@@ -403,29 +425,56 @@ SELECT
  "Datacenter", "Cluster", "Folder", "ProvisionedDisk", "VcpuCount",
  "RamGB", "IsTemplate", "PoweredOn", "SrmPlaceholder", "VmUuid",
  SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END) AS "SamplesPresent",
-  AVG(CASE WHEN "IsPresent" = 'TRUE' AND "VcpuCount" IS NOT NULL THEN "VcpuCount" END) AS "AvgVcpuCount",
-  AVG(CASE WHEN "IsPresent" = 'TRUE' AND "RamGB" IS NOT NULL THEN "RamGB" END) AS "AvgRamGB",
-  AVG(CASE WHEN "IsPresent" = 'TRUE' AND "ProvisionedDisk" IS NOT NULL THEN "ProvisionedDisk" END) AS "AvgProvisionedDisk",
-  AVG(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END) AS "AvgIsPresent",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'tin' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "PoolTinPct",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'bronze' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "PoolBronzePct",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'silver' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "PoolSilverPct",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'gold' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "PoolGoldPct",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'tin' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "Tin",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'bronze' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "Bronze",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'silver' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "Silver",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'gold' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "Gold"
-FROM snapshots
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN SUM(CASE WHEN "IsPresent" = 'TRUE' AND "VcpuCount" IS NOT NULL THEN "VcpuCount" * weight_seconds ELSE 0 END)
+            / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "AvgVcpuCount",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN SUM(CASE WHEN "IsPresent" = 'TRUE' AND "RamGB" IS NOT NULL THEN "RamGB" * weight_seconds ELSE 0 END)
+            / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "AvgRamGB",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN SUM(CASE WHEN "IsPresent" = 'TRUE' AND "ProvisionedDisk" IS NOT NULL THEN "ProvisionedDisk" * weight_seconds ELSE 0 END)
+            / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "AvgProvisionedDisk",
+  CASE WHEN SUM(weight_seconds) > 0
+       THEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) / SUM(weight_seconds)
+       ELSE NULL END AS "AvgIsPresent",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'tin' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "PoolTinPct",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'bronze' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "PoolBronzePct",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'silver' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "PoolSilverPct",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'gold' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "PoolGoldPct",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'tin' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "Tin",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'bronze' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "Bronze",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'silver' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "Silver",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'gold' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "Gold"
+FROM weighted
 GROUP BY
-  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId", "CreationTime", "DeletionTime",
+  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId",
  "Datacenter", "Cluster", "Folder", "ProvisionedDisk", "VcpuCount",
  "RamGB", "IsTemplate", "PoweredOn", "SrmPlaceholder", "VmUuid";
 `, unionQuery, tableName)
@@ -440,51 +489,95 @@ func BuildMonthlySummaryInsert(tableName string, unionQuery string) (string, err
 	insert := fmt.Sprintf(`
 WITH snapshots AS (
 %s
+), ordered AS (
+  SELECT
+    s.*,
+    LEAD("SnapshotTime") OVER (PARTITION BY "VmId", "Vcenter" ORDER BY "SnapshotTime") AS next_snapshot,
+    LEAD("SnapshotTime") OVER (PARTITION BY "VmId", "Vcenter" ORDER BY "SnapshotTime") - "SnapshotTime" AS interval_seconds
+  FROM snapshots s
+), weighted AS (
+  SELECT
+    o.*,
+    CASE
+      WHEN o.interval_seconds IS NULL OR o.interval_seconds <= 0 THEN 3600
+      ELSE o.interval_seconds
+    END AS weight_seconds
+  FROM ordered o
 )
 INSERT INTO %s (
  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId", "CreationTime", "DeletionTime",
  "ResourcePool", "Datacenter", "Cluster", "Folder", "ProvisionedDisk", "VcpuCount",
-  "RamGB", "IsTemplate", "PoweredOn", "SrmPlaceholder", "VmUuid",
+  "RamGB", "IsTemplate", "PoweredOn", "SrmPlaceholder", "VmUuid", "SamplesPresent",
  "AvgVcpuCount", "AvgRamGB", "AvgProvisionedDisk", "AvgIsPresent",
  "PoolTinPct", "PoolBronzePct", "PoolSilverPct", "PoolGoldPct",
  "Tin", "Bronze", "Silver", "Gold"
 )
 SELECT
-  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId", "CreationTime", "DeletionTime",
+  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId",
+  COALESCE(NULLIF("CreationTime", 0), MIN(CASE WHEN "IsPresent" = 'TRUE' THEN "SnapshotTime" END), 0) AS "CreationTime",
+  COALESCE(NULLIF("DeletionTime", 0), MAX(CASE WHEN "IsPresent" = 'TRUE' THEN "SnapshotTime" END), 0) AS "DeletionTime",
  (
    SELECT s2."ResourcePool"
-    FROM snapshots s2
-    WHERE s2."VmId" = snapshots."VmId"
-      AND s2."Vcenter" = snapshots."Vcenter"
+    FROM weighted s2
+    WHERE s2."VmId" = weighted."VmId"
+      AND s2."Vcenter" = weighted."Vcenter"
      AND s2."IsPresent" = 'TRUE'
    ORDER BY s2."SnapshotTime" DESC
    LIMIT 1
  ) AS "ResourcePool",
  "Datacenter", "Cluster", "Folder", "ProvisionedDisk", "VcpuCount",
  "RamGB", "IsTemplate", "PoweredOn", "SrmPlaceholder", "VmUuid",
-  AVG(CASE WHEN "VcpuCount" IS NOT NULL THEN "VcpuCount" END) AS "AvgVcpuCount",
-  AVG(CASE WHEN "RamGB" IS NOT NULL THEN "RamGB" END) AS "AvgRamGB",
-  AVG(CASE WHEN "ProvisionedDisk" IS NOT NULL THEN "ProvisionedDisk" END) AS "AvgProvisionedDisk",
-  AVG(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END) AS "AvgIsPresent",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'tin' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "PoolTinPct",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'bronze' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "PoolBronzePct",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'silver' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "PoolSilverPct",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'gold' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "PoolGoldPct",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'tin' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "Tin",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'bronze' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "Bronze",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'silver' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "Silver",
-  100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'gold' THEN 1 ELSE 0 END)
-    / NULLIF(SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END), 0) AS "Gold"
-FROM snapshots
+  SUM(CASE WHEN "IsPresent" = 'TRUE' THEN 1 ELSE 0 END) AS "SamplesPresent",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN SUM(CASE WHEN "IsPresent" = 'TRUE' AND "VcpuCount" IS NOT NULL THEN "VcpuCount" * weight_seconds ELSE 0 END)
+            / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "AvgVcpuCount",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN SUM(CASE WHEN "IsPresent" = 'TRUE' AND "RamGB" IS NOT NULL THEN "RamGB" * weight_seconds ELSE 0 END)
+            / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "AvgRamGB",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN SUM(CASE WHEN "IsPresent" = 'TRUE' AND "ProvisionedDisk" IS NOT NULL THEN "ProvisionedDisk" * weight_seconds ELSE 0 END)
+            / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "AvgProvisionedDisk",
+  CASE WHEN SUM(weight_seconds) > 0
+       THEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) / SUM(weight_seconds)
+       ELSE NULL END AS "AvgIsPresent",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'tin' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "PoolTinPct",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'bronze' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "PoolBronzePct",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'silver' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "PoolSilverPct",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'gold' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "PoolGoldPct",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'tin' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "Tin",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'bronze' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "Bronze",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'silver' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "Silver",
+  CASE WHEN SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END) > 0
+       THEN 100.0 * SUM(CASE WHEN "IsPresent" = 'TRUE' AND LOWER("ResourcePool") = 'gold' THEN weight_seconds ELSE 0 END)
+         / SUM(CASE WHEN "IsPresent" = 'TRUE' THEN weight_seconds ELSE 0 END)
+       ELSE NULL END AS "Gold"
+FROM weighted
 GROUP BY
-  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId", "CreationTime", "DeletionTime",
+  "InventoryId", "Name", "Vcenter", "VmId", "EventKey", "CloudId",
  "Datacenter", "Cluster", "Folder", "ProvisionedDisk", "VcpuCount",
  "RamGB", "IsTemplate", "PoweredOn", "SrmPlaceholder", "VmUuid";
 `, unionQuery, tableName)
@@ -574,6 +667,18 @@ func EnsureSummaryTable(ctx context.Context, dbConn *sqlx.DB, tableName string)
 );`, tableName)
 	}

-	_, err := dbConn.ExecContext(ctx, ddl)
-	return err
+	if _, err := dbConn.ExecContext(ctx, ddl); err != nil {
+		return err
+	}
+
+	indexes := []string{
+		fmt.Sprintf(`CREATE INDEX IF NOT EXISTS %s_vm_vcenter_idx ON %s ("VmId","Vcenter")`, tableName, tableName),
+		fmt.Sprintf(`CREATE INDEX IF NOT EXISTS %s_resourcepool_idx ON %s ("ResourcePool")`, tableName, tableName),
+	}
+	for _, idx := range indexes {
+		if _, err := dbConn.ExecContext(ctx, idx); err != nil {
+			return err
+		}
+	}
+	return nil
 }
--- a/internal/report/snapshots.go
+++ b/internal/report/snapshots.go
@@ -8,6 +8,7 @@ import (
 	"log/slog"
 	"os"
 	"path/filepath"
+	"sort"
 	"strconv"
 	"strings"
 	"time"
@@ -341,6 +342,7 @@ func ListSnapshotsByRange(ctx context.Context, database db.Database, snapshotTyp

 	startUnix := start.Unix()
 	endUnix := end.Unix()
+	loc := start.Location()

 	var rows *sqlx.Rows
 	var err error
@@ -386,7 +388,7 @@ ORDER BY snapshot_time ASC, table_name ASC
 		}
 		records = append(records, SnapshotRecord{
 			TableName:     tableName,
-			SnapshotTime:  time.Unix(snapshotTime, 0),
+			SnapshotTime:  time.Unix(snapshotTime, 0).In(loc),
 			SnapshotType:  recordType,
 			SnapshotCount: snapshotCnt,
 		})
@@ -394,6 +396,65 @@ ORDER BY snapshot_time ASC, table_name ASC
 	return records, rows.Err()
 }

+func SnapshotRecordsWithFallback(ctx context.Context, database db.Database, snapshotType, prefix, layout string, start, end time.Time) ([]SnapshotRecord, error) {
+	records, err := ListSnapshotsByRange(ctx, database, snapshotType, start, end)
+	if err == nil && len(records) > 0 {
+		return records, nil
+	}
+
+	fallback, err2 := recordsFromTableNames(ctx, database, snapshotType, prefix, layout, start, end)
+	if err2 != nil {
+		if err != nil {
+			return nil, err
+		}
+		return nil, err2
+	}
+	if len(fallback) > 0 {
+		return fallback, nil
+	}
+	return records, err
+}
+
+func recordsFromTableNames(ctx context.Context, database db.Database, snapshotType, prefix, layout string, start, end time.Time) ([]SnapshotRecord, error) {
+	tables, err := ListTablesByPrefix(ctx, database, prefix)
+	if err != nil {
+		return nil, err
+	}
+	records := make([]SnapshotRecord, 0, len(tables))
+	for _, table := range tables {
+		if !strings.HasPrefix(table, prefix) {
+			continue
+		}
+		suffix := strings.TrimPrefix(table, prefix)
+		var ts time.Time
+		switch layout {
+		case "epoch":
+			val, err := strconv.ParseInt(suffix, 10, 64)
+			if err != nil {
+				continue
+			}
+			ts = time.Unix(val, 0)
+		default:
+			parsed, err := time.ParseInLocation(layout, suffix, time.Local)
+			if err != nil {
+				continue
+			}
+			ts = parsed
+		}
+		if !ts.Before(start) && ts.Before(end) {
+			records = append(records, SnapshotRecord{
+				TableName:    table,
+				SnapshotTime: ts,
+				SnapshotType: snapshotType,
+			})
+		}
+	}
+	sort.Slice(records, func(i, j int) bool {
+		return records[i].SnapshotTime.Before(records[j].SnapshotTime)
+	})
+	return records, nil
+}
+
 func LatestSnapshotTime(ctx context.Context, database db.Database, snapshotType string) (time.Time, error) {
 	dbConn := database.DB()
 	driver := strings.ToLower(dbConn.DriverName())
@@ -665,7 +726,7 @@ func SaveTableReport(logger *slog.Logger, Database db.Database, ctx context.Cont
 func addTotalsChartSheet(logger *slog.Logger, database db.Database, ctx context.Context, xlsx *excelize.File, tableName string) {
 	if strings.HasPrefix(tableName, "inventory_daily_summary_") {
 		suffix := strings.TrimPrefix(tableName, "inventory_daily_summary_")
-		dayStart, err := time.Parse("20060102", suffix)
+		dayStart, err := time.ParseInLocation("20060102", suffix, time.Local)
 		if err != nil {
 			return
 		}
@@ -673,7 +734,7 @@ func addTotalsChartSheet(logger *slog.Logger, database db.Database, ctx context.
 		if err := EnsureSnapshotRegistry(ctx, database); err != nil {
 			return
 		}
-		records, err := ListSnapshotsByRange(ctx, database, "hourly", dayStart, dayEnd)
+		records, err := SnapshotRecordsWithFallback(ctx, database, "hourly", "inventory_hourly_", "epoch", dayStart, dayEnd)
 		if err != nil || len(records) == 0 {
 			return
 		}
@@ -687,7 +748,7 @@ func addTotalsChartSheet(logger *slog.Logger, database db.Database, ctx context.

 	if strings.HasPrefix(tableName, "inventory_monthly_summary_") {
 		suffix := strings.TrimPrefix(tableName, "inventory_monthly_summary_")
-		monthStart, err := time.Parse("200601", suffix)
+		monthStart, err := time.ParseInLocation("200601", suffix, time.Local)
 		if err != nil {
 			return
 		}
@@ -695,7 +756,7 @@ func addTotalsChartSheet(logger *slog.Logger, database db.Database, ctx context.
 		if err := EnsureSnapshotRegistry(ctx, database); err != nil {
 			return
 		}
-		records, err := ListSnapshotsByRange(ctx, database, "daily", monthStart, monthEnd)
+		records, err := SnapshotRecordsWithFallback(ctx, database, "daily", "inventory_daily_summary_", "20060102", monthStart, monthEnd)
 		if err != nil || len(records) == 0 {
 			return
 		}
--- a/internal/tasks/dailyAggregate.go
+++ b/internal/tasks/dailyAggregate.go
@@ -52,10 +52,11 @@ func (c *CronTask) aggregateDailySummary(ctx context.Context, targetTime time.Ti
 		}
 	}

-	hourlySnapshots, err := report.ListSnapshotsByRange(ctx, c.Database, "hourly", dayStart, dayEnd)
+	hourlySnapshots, err := report.SnapshotRecordsWithFallback(ctx, c.Database, "hourly", "inventory_hourly_", "epoch", dayStart, dayEnd)
 	if err != nil {
 		return err
 	}
+	hourlySnapshots = filterRecordsInRange(hourlySnapshots, dayStart, dayEnd)
 	hourlySnapshots = filterSnapshotsWithRows(ctx, dbConn, hourlySnapshots)
 	if len(hourlySnapshots) == 0 {
 		return fmt.Errorf("no hourly snapshot tables found for %s", dayStart.Format("2006-01-02"))
@@ -85,8 +86,9 @@ func (c *CronTask) aggregateDailySummary(ctx context.Context, targetTime time.Ti

 	prevStart := dayStart.AddDate(0, 0, -1)
 	prevEnd := dayStart
-	prevSnapshots, err := report.ListSnapshotsByRange(ctx, c.Database, "hourly", prevStart, prevEnd)
+	prevSnapshots, err := report.SnapshotRecordsWithFallback(ctx, c.Database, "hourly", "inventory_hourly_", "epoch", prevStart, prevEnd)
 	if err == nil && len(prevSnapshots) > 0 {
+		prevSnapshots = filterRecordsInRange(prevSnapshots, prevStart, prevEnd)
 		prevSnapshots = filterSnapshotsWithRows(ctx, dbConn, prevSnapshots)
 		prevTables := make([]string, 0, len(prevSnapshots))
 		for _, snapshot := range prevSnapshots {
--- a/internal/tasks/inventorySnapshots.go
+++ b/internal/tasks/inventorySnapshots.go
@@ -370,6 +370,16 @@ func filterSnapshotsWithRows(ctx context.Context, dbConn *sqlx.DB, snapshots []r
 	return filtered
 }

+func filterRecordsInRange(records []report.SnapshotRecord, start, end time.Time) []report.SnapshotRecord {
+	filtered := records[:0]
+	for _, r := range records {
+		if !r.SnapshotTime.Before(start) && r.SnapshotTime.Before(end) {
+			filtered = append(filtered, r)
+		}
+	}
+	return filtered
+}
+
 type columnDef struct {
 	Name string
 	Type string
@@ -437,18 +447,17 @@ func normalizeResourcePool(value string) string {
 	if trimmed == "" {
 		return ""
 	}
-	switch {
-	case strings.EqualFold(trimmed, "tin"):
-		return "Tin"
-	case strings.EqualFold(trimmed, "bronze"):
-		return "Bronze"
-	case strings.EqualFold(trimmed, "silver"):
-		return "Silver"
-	case strings.EqualFold(trimmed, "gold"):
-		return "Gold"
-	default:
-		return trimmed
+	lower := strings.ToLower(trimmed)
+	canonical := map[string]string{
+		"tin":    "Tin",
+		"bronze": "Bronze",
+		"silver": "Silver",
+		"gold":   "Gold",
 	}
+	if val, ok := canonical[lower]; ok {
+		return val
+	}
+	return trimmed
 }

 func (c *CronTask) reportsDir() string {
--- a/internal/tasks/monthlyAggregate.go
+++ b/internal/tasks/monthlyAggregate.go
@@ -35,10 +35,11 @@ func (c *CronTask) aggregateMonthlySummary(ctx context.Context, targetMonth time

 	monthStart := time.Date(targetMonth.Year(), targetMonth.Month(), 1, 0, 0, 0, 0, targetMonth.Location())
 	monthEnd := monthStart.AddDate(0, 1, 0)
-	dailySnapshots, err := report.ListSnapshotsByRange(ctx, c.Database, "hourly", monthStart, monthEnd)
+	dailySnapshots, err := report.SnapshotRecordsWithFallback(ctx, c.Database, "daily", "inventory_daily_summary_", "20060102", monthStart, monthEnd)
 	if err != nil {
 		return err
 	}
+	dailySnapshots = filterRecordsInRange(dailySnapshots, monthStart, monthEnd)

 	dbConn := c.Database.DB()
 	dailySnapshots = filterSnapshotsWithRows(ctx, dbConn, dailySnapshots)
--- a/server/handler/snapshotAggregate.go
+++ b/server/handler/snapshotAggregate.go
@@ -24,6 +24,7 @@ func (h *Handler) SnapshotAggregateForce(w http.ResponseWriter, r *http.Request)
 	snapshotType := strings.ToLower(strings.TrimSpace(r.URL.Query().Get("type")))
 	dateValue := strings.TrimSpace(r.URL.Query().Get("date"))
 	startedAt := time.Now()
+	loc := time.Now().Location()

 	if snapshotType == "" || dateValue == "" {
 		h.Logger.Warn("Snapshot aggregation request missing parameters",
@@ -43,7 +44,7 @@ func (h *Handler) SnapshotAggregateForce(w http.ResponseWriter, r *http.Request)

 	switch snapshotType {
 	case "daily":
-		parsed, err := time.Parse("2006-01-02", dateValue)
+		parsed, err := time.ParseInLocation("2006-01-02", dateValue, loc)
 		if err != nil {
 			h.Logger.Warn("Snapshot aggregation invalid daily date format", "date", dateValue)
 			writeJSONError(w, http.StatusBadRequest, "date must be YYYY-MM-DD")
@@ -56,7 +57,7 @@ func (h *Handler) SnapshotAggregateForce(w http.ResponseWriter, r *http.Request)
 			return
 		}
 	case "monthly":
-		parsed, err := time.Parse("2006-01", dateValue)
+		parsed, err := time.ParseInLocation("2006-01", dateValue, loc)
 		if err != nil {
 			h.Logger.Warn("Snapshot aggregation invalid monthly date format", "date", dateValue)
 			writeJSONError(w, http.StatusBadRequest, "date must be YYYY-MM")
--- a/src/vctp.service
+++ b/src/vctp.service
@@ -1,5 +1,5 @@
 [Unit]
-Description=vCTP monitors VMware VM inventory and event data to build chargeback reports
+Description=vSphere Chargeback Tracking Platform
 Documentation=https://gitlab.dell.com/
 ConditionPathExists=/usr/bin/vctp-linux-amd64
 After=network.target