diff --git a/blog/2026-03-31-launch-week-data-tables-ducklake/index.mdx b/blog/2026-03-31-launch-week-data-tables-ducklake/index.mdx
index 91f279f5b..85a4c28d9 100644
--- a/blog/2026-03-31-launch-week-data-tables-ducklake/index.mdx
+++ b/blog/2026-03-31-launch-week-data-tables-ducklake/index.mdx
@@ -303,152 +303,26 @@ You can also schedule pipelines with [cron triggers](/docs/core_concepts/schedul
 
 ## Benchmark: Windmill + Ducklake vs Airflow + Snowflake
 
-import PipelineBenchmarkChart, {
-	PipelineStepComparison
-} from '@site/src/components/PipelineBenchmarkChart';
-
-To put numbers behind the architecture, we ran the same data pipeline on both stacks and measured wall-clock time. Both pipelines start from the same pre-ingested ~3 million row dataset ([NYC Yellow Taxi trips, January 2024](https://www.nyc.gov/site/tlc/about/tlc-trip-record-data.page)) and run 5 identical transformation and validation steps.
-
-### Pipeline steps
-
-| Step | Name              | What it does                                                                                                         |
-| ---- | ----------------- | -------------------------------------------------------------------------------------------------------------------- |
-| 1    | Clean             | Filter out invalid rows (zero passengers, negative fares, zero-distance trips, missing location IDs) → `clean_trips` |
-| 2    | Enrich            | Add computed columns: trip duration, speed, time-of-day bucket, weekend flag → `enriched_trips`                      |
-| 3    | Aggregate hourly  | Group by hour of day → `hourly_stats` (24 rows)                                                                      |
-| 4    | Aggregate by zone | Group by pickup location → `zone_stats`                                                                              |
-| 5    | Finalize          | Verify row counts across all tables                                                                                  |
-
-The transformations are semantically identical — same filters, same formulas, same output schemas.
-
-### How each side works
-
-**Windmill + Ducklake** runs as a Windmill flow (TypeScript + native DuckDB SQL steps). Each step is a DuckDB SQL script that attaches to Ducklake and creates each table in sequence. All compute and storage stays on your infrastructure — a single worker container (2 CPUs, 4 GB RAM) + PostgreSQL for Windmill metadata. No data leaves your environment.
-
-**Airflow + Snowflake** runs as an Airflow DAG (Python `@task` functions using `SnowflakeHook`). Each step sends SQL to a remote Snowflake MEDIUM warehouse. Compute is externalized to a third-party cloud service: every query travels over the network to Snowflake's infrastructure, where it is processed outside your control. This adds per-query compute costs (Snowflake bills by the second of warehouse uptime) and raises sovereignty concerns over the compute layer — your queries and intermediate results are executed on infrastructure you do not own.
-
-### Results
-
-export const windmillRun = {
-	platform: 'windmill_ducklake',
-	label: 'Windmill + Ducklake',
-	color: 'rgba(59, 130, 246, 1)',
-	total_wall_clock_seconds: 9.981,
-	steps: [
-		{
-			name: 'clean',
-			queue_seconds: 0.003,
-			execution_seconds: 4.189,
-			started_at_relative: 0.0,
-			completed_at_relative: 4.189
-		},
-		{
-			name: 'enrich',
-			queue_seconds: 0.006,
-			execution_seconds: 1.907,
-			started_at_relative: 4.203,
-			completed_at_relative: 6.11
-		},
-		{
-			name: 'aggregate_hourly',
-			queue_seconds: 0.004,
-			execution_seconds: 1.08,
-			started_at_relative: 6.121,
-			completed_at_relative: 7.201
-		},
-		{
-			name: 'aggregate_by_zone',
-			queue_seconds: 0.007,
-			execution_seconds: 0.901,
-			started_at_relative: 7.282,
-			completed_at_relative: 8.183
-		},
-		{
-			name: 'finalize',
-			queue_seconds: 0.002,
-			execution_seconds: 1.788,
-			started_at_relative: 8.193,
-			completed_at_relative: 9.981
-		}
-	]
-};
-
-export const airflowRun = {
-	platform: 'airflow_snowflake',
-	label: 'Airflow + Snowflake',
-	color: 'rgba(239, 68, 68, 1)',
-	total_wall_clock_seconds: 14.736,
-	steps: [
-		{
-			name: 'clean',
-			queue_seconds: 0.119,
-			execution_seconds: 4.351,
-			started_at_relative: 0.0,
-			completed_at_relative: 4.351
-		},
-		{
-			name: 'enrich',
-			queue_seconds: 0.18,
-			execution_seconds: 3.502,
-			started_at_relative: 5.094,
-			completed_at_relative: 8.596
-		},
-		{
-			name: 'aggregate_hourly',
-			queue_seconds: 0.113,
-			execution_seconds: 1.452,
-			started_at_relative: 9.163,
-			completed_at_relative: 10.615
-		},
-		{
-			name: 'aggregate_by_zone',
-			queue_seconds: 0.154,
-			execution_seconds: 1.493,
-			started_at_relative: 11.137,
-			completed_at_relative: 12.631
-		},
-		{
-			name: 'finalize',
-			queue_seconds: 0.153,
-			execution_seconds: 1.531,
-			started_at_relative: 13.204,
-			completed_at_relative: 14.736
-		}
-	]
-};
-
-Windmill + Ducklake completed the pipeline in **9.98 s** — 1.5× faster than Airflow + Snowflake at **14.74 s**.
-
-<PipelineBenchmarkChart
-	runs={[windmillRun, airflowRun]}
-	title="Total pipeline execution time"
-	xAxisLabel="Duration (seconds)"
-/>
+import TpcDsBenchmarkSection from '@site/src/components/TpcDsBenchmarkSection.mdx';
 
-<br />
+Most startups don't need a terabyte-scale data warehouse. If your data fits in 10 GB to 1 TB, you can run analytical workloads on Ducklake at a fraction of the cost of Airflow + Snowflake while keeping full control over your data.
 
-The per-step breakdown shows where the difference comes from:
+<TpcDsBenchmarkSection />
 
-<PipelineStepComparison
-	runs={[windmillRun, airflowRun]}
-	title="Per-step execution time"
-	xAxisLabel="Duration (seconds)"
-/>
+### The real comparison: data sovereignty
 
-<br />
+Beyond raw performance, consider what you give up with Airflow + Snowflake:
+
+|                        | Windmill + Ducklake         | Airflow + Snowflake            |
+| ---------------------- | --------------------------- | ------------------------------ |
+| **Data location**      | Your S3 bucket              | Snowflake-managed storage      |
+| **Compute location**   | Your infrastructure         | Snowflake-managed clusters     |
+| **Data format**        | Open Parquet files          | Proprietary                    |
+| **Query visibility**   | Full control                | Runs on third-party infra      |
+| **Exit cost**          | None (standard Parquet)     | Data export fees               |
+| **Orchestration**      | Built-in, no extra cost     | Separate service ($100–500/mo) |
 
-| Step              | Windmill + Ducklake | Airflow + Snowflake |  Speedup |
-| ----------------- | ------------------: | ------------------: | -------: |
-| Clean             |              4.19 s |              4.35 s |    1.04× |
-| Enrich            |              1.91 s |              3.50 s |     1.8× |
-| Aggregate hourly  |              1.08 s |              1.45 s |     1.3× |
-| Aggregate by zone |              0.90 s |              1.49 s |     1.7× |
-| Finalize          |              1.79 s |              1.53 s |    0.86× |
-| **Total**         |          **9.98 s** |         **14.74 s** | **1.5×** |
-
-:::note
-This benchmark was run on a single node with 24 GB of RAM. Results may vary depending on node compute speed and S3 connectivity speed.
-:::
+With Ducklake, your data never leaves your environment. Queries execute on your nodes, against Parquet files in your S3 bucket. No vendor lock-in, no data egress fees, no loss of control.
 
 ## What's next
 
diff --git a/docs/core_concepts/11_persistent_storage/ducklake.mdx b/docs/core_concepts/11_persistent_storage/ducklake.mdx
index 33dfccd5f..1202a16ba 100644
--- a/docs/core_concepts/11_persistent_storage/ducklake.mdx
+++ b/docs/core_concepts/11_persistent_storage/ducklake.mdx
@@ -137,6 +137,14 @@ In your Ducklake settings, clicking the "Explore" button will open the database
 
 ![Explore ducklake](./ducklake_images/ducklake_db_manager.png 'Explore ducklake')
 
+## Performance: Ducklake vs Snowflake
+
+import TpcDsBenchmarkSection from '@site/src/components/TpcDsBenchmarkSection.mdx';
+
+Most workloads under 1 TB do not need a managed data warehouse. Ducklake on a single-node DuckDB engine runs analytical queries at a fraction of the cost of Snowflake while keeping your data in your own S3 bucket.
+
+<TpcDsBenchmarkSection />
+
 ## What Ducklake does behind the scenes
 
 If you explore your catalog database, you will see that Ducklake created some tables for you. These metadata tables store information about your data and where it is located in S3 :
diff --git a/package-lock.json b/package-lock.json
index 88db85feb..292c99fd7 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -176,7 +176,6 @@
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-			"peer": true,
 			"engines": {
 				"node": ">= 14.0.0"
 			}
@@ -290,7 +289,6 @@
 			"version": "5.5.2",
 			"resolved": "https://registry.npmjs.org/@algolia/requester-browser-xhr/-/requester-browser-xhr-5.5.2.tgz",
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-			"peer": true,
 			"dependencies": {
 				"@algolia/client-common": "5.5.2"
 			},
@@ -307,7 +305,6 @@
 			"version": "5.5.2",
 			"resolved": "https://registry.npmjs.org/@algolia/requester-fetch/-/requester-fetch-5.5.2.tgz",
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-			"peer": true,
 			"dependencies": {
 				"@algolia/client-common": "5.5.2"
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@@ -319,7 +316,6 @@
 			"version": "5.5.2",
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-			"peer": true,
 			"dependencies": {
 				"@algolia/client-common": "5.5.2"
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@@ -1214,6 +1210,7 @@
 			"version": "7.23.9",
 			"resolved": "https://registry.npmjs.org/@babel/core/-/core-7.23.9.tgz",
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+			"peer": true,
 			"dependencies": {
 				"@ampproject/remapping": "^2.2.0",
 				"@babel/code-frame": "^7.23.5",
@@ -3064,8 +3061,6 @@
 		},
 		"node_modules/@clack/prompts/node_modules/is-unicode-supported": {
 			"version": "1.3.0",
-			"resolved": "https://registry.npmjs.org/is-unicode-supported/-/is-unicode-supported-1.3.0.tgz",
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@@ -3362,6 +3357,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@docusaurus/core": "3.5.2",
 				"@docusaurus/logger": "3.5.2",
@@ -3540,6 +3536,7 @@
 			"version": "3.5.2",
 			"resolved": "https://registry.npmjs.org/@docusaurus/theme-classic/-/theme-classic-3.5.2.tgz",
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+			"peer": true,
 			"dependencies": {
 				"@docusaurus/core": "3.5.2",
 				"@docusaurus/mdx-loader": "3.5.2",
@@ -5099,6 +5096,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@swc/helpers": "^0.5.0"
 			}
@@ -5246,6 +5244,7 @@
 			"version": "3.0.1",
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+			"peer": true,
 			"dependencies": {
 				"@types/mdx": "^2.0.0"
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@@ -6017,6 +6016,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@babel/core": "^7.21.3",
 				"@svgr/babel-preset": "8.1.0",
@@ -6698,6 +6698,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@types/prop-types": "*",
 				"@types/scheduler": "*",
@@ -7743,6 +7744,7 @@
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+			"peer": true,
 			"bin": {
 				"acorn": "bin/acorn"
 			},
@@ -7798,6 +7800,7 @@
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+			"peer": true,
 			"dependencies": {
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@@ -7840,6 +7843,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@algolia/cache-browser-local-storage": "4.24.0",
 				"@algolia/cache-common": "4.24.0",
@@ -8315,6 +8319,7 @@
 					"url": "https://github.com/sponsors/ai"
 				}
 			],
+			"peer": true,
 			"dependencies": {
 				"caniuse-lite": "^1.0.30001646",
 				"electron-to-chromium": "^1.5.4",
@@ -8550,6 +8555,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@kurkle/color": "^0.3.0"
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@@ -9539,6 +9545,7 @@
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+			"peer": true,
 			"engines": {
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@@ -10592,6 +10599,7 @@
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+			"peer": true,
 			"dependencies": {
 				"fast-deep-equal": "^3.1.1",
 				"fast-json-stable-stringify": "^2.0.0",
@@ -10885,6 +10893,7 @@
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+			"peer": true,
 			"dependencies": {
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@@ -11341,6 +11350,7 @@
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+			"peer": true,
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 				"node": "^12.22.0 || ^14.16.0 || ^16.0.0 || >=17.0.0"
 			}
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+			"peer": true,
 			"engines": {
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@@ -16078,6 +16089,7 @@
 					"url": "https://github.com/sponsors/ai"
 				}
 			],
+			"peer": true,
 			"dependencies": {
 				"nanoid": "^3.3.7",
 				"picocolors": "^1.1.1",
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+			"peer": true,
 			"dependencies": {
 				"loose-envify": "^1.1.0"
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 			"version": "18.2.0",
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+			"peer": true,
 			"dependencies": {
 				"loose-envify": "^1.1.0",
 				"scheduler": "^0.23.0"
@@ -17379,6 +17393,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@types/react": "*"
 			},
@@ -18045,6 +18060,7 @@
 			"version": "5.3.4",
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+			"peer": true,
 			"dependencies": {
 				"@babel/runtime": "^7.12.13",
 				"history": "^4.9.0",
@@ -19352,6 +19368,7 @@
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 			"hasInstallScript": true,
+			"peer": true,
 			"dependencies": {
 				"color": "^4.2.3",
 				"detect-libc": "^2.0.2",
@@ -20084,6 +20101,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@alloc/quick-lru": "^5.2.0",
 				"arg": "^5.0.2",
@@ -20178,6 +20196,7 @@
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+			"peer": true,
 			"dependencies": {
 				"fast-deep-equal": "^3.1.1",
 				"fast-json-stable-stringify": "^2.0.0",
@@ -20469,6 +20488,7 @@
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+			"peer": true,
 			"bin": {
 				"tsc": "bin/tsc",
 				"tsserver": "bin/tsserver"
@@ -20829,6 +20849,7 @@
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+			"peer": true,
 			"dependencies": {
 				"fast-deep-equal": "^3.1.1",
 				"fast-json-stable-stringify": "^2.0.0",
@@ -21108,6 +21129,7 @@
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+			"peer": true,
 			"dependencies": {
 				"@types/eslint-scope": "^3.7.3",
 				"@types/estree": "^1.0.5",
@@ -21336,6 +21358,7 @@
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+			"peer": true,
 			"dependencies": {
 				"fast-deep-equal": "^3.1.1",
 				"fast-json-stable-stringify": "^2.0.0",
diff --git a/src/components/TpcDsBenchmark.tsx b/src/components/TpcDsBenchmark.tsx
new file mode 100644
index 000000000..fa274cf95
--- /dev/null
+++ b/src/components/TpcDsBenchmark.tsx
@@ -0,0 +1,484 @@
+import React from 'react';
+import {
+	Chart as ChartJS,
+	CategoryScale,
+	LinearScale,
+	BarElement,
+	Title,
+	Tooltip,
+	Legend
+} from 'chart.js';
+import { Bar } from 'react-chartjs-2';
+import { useColorMode } from '@docusaurus/theme-common';
+
+ChartJS.register(CategoryScale, LinearScale, BarElement, Title, Tooltip, Legend);
+
+// AWS on-demand pricing (us-east-1) as of April 2026
+const AWS_PRICING: Record<string, number> = {
+	'm6i.4xlarge': 0.768,
+	'm6a.8xlarge': 1.3824,
+	'm6a.16xlarge': 2.7648,
+	'r6a.8xlarge': 1.8144
+};
+
+// Snowflake credits per hour by warehouse size
+const SNOWFLAKE_CREDITS_PER_HOUR: Record<string, number> = {
+	'X-Small': 1,
+	'Small': 2,
+	'Medium': 4,
+	'Large': 8,
+	'X-Large': 16,
+	'2X-Large': 32
+};
+
+// Snowflake Standard tier price per credit
+const SNOWFLAKE_CREDIT_PRICE = 2.0;
+
+// Stage colors
+const STAGE_COLORS: Record<string, string> = {
+	ingest: 'rgba(59, 130, 246, 0.85)',      // blue
+	validate: 'rgba(16, 185, 129, 0.85)',    // green
+	denormalize: 'rgba(245, 158, 11, 0.85)', // amber
+	aggregate: 'rgba(139, 92, 246, 0.85)',   // purple
+	query: 'rgba(236, 72, 153, 0.85)',       // pink
+	queries: 'rgba(236, 72, 153, 0.85)',     // pink (Snowflake uses 'queries')
+	verify: 'rgba(107, 114, 128, 0.7)',      // gray
+	unknown: 'rgba(107, 114, 128, 0.7)',     // gray
+	overhead: 'rgba(156, 163, 175, 0.5)'     // light gray
+};
+
+const STAGE_LABELS: Record<string, string> = {
+	ingest: 'Ingest',
+	validate: 'Validate',
+	denormalize: 'Denormalize',
+	aggregate: 'Aggregate',
+	query: 'Query',
+	queries: 'Query',
+	verify: 'Verify',
+	unknown: 'Verify',
+	overhead: 'Overhead'
+};
+
+// Stage order for consistent display
+const STAGE_ORDER = ['ingest', 'validate', 'denormalize', 'aggregate', 'query', 'queries', 'verify', 'unknown', 'overhead'];
+
+export interface StageTiming {
+	stage: string;
+	wallClockSeconds: number;
+}
+
+export interface BenchmarkConfig {
+	label: string;
+	platform: 'windmill' | 'snowflake' | 'local';
+	// For Windmill: instance count and type
+	instanceCount?: number;
+	instanceType?: string;
+	// For Snowflake: warehouse size
+	warehouseSize?: string;
+	// Total wall clock time in seconds
+	totalTimeSeconds: number;
+	// Stage breakdown (optional, for stacked chart)
+	stages?: StageTiming[];
+}
+
+interface TpcDsBenchmarkProps {
+	title?: string;
+	description?: string;
+	configs: BenchmarkConfig[];
+	showCostTable?: boolean;
+	datasetSize?: string;
+}
+
+function formatTime(seconds: number): string {
+	if (seconds < 60) {
+		return `${seconds.toFixed(1)}s`;
+	} else if (seconds < 3600) {
+		const mins = Math.floor(seconds / 60);
+		const secs = Math.round(seconds % 60);
+		return `${mins}m ${secs}s`;
+	} else {
+		const hours = Math.floor(seconds / 3600);
+		const mins = Math.round((seconds % 3600) / 60);
+		return `${hours}h ${mins}m`;
+	}
+}
+
+function calculateCost(config: BenchmarkConfig): number {
+	const hours = config.totalTimeSeconds / 3600;
+
+	if (config.platform === 'snowflake' && config.warehouseSize) {
+		const credits = SNOWFLAKE_CREDITS_PER_HOUR[config.warehouseSize] || 0;
+		return hours * credits * SNOWFLAKE_CREDIT_PRICE;
+	} else if (config.platform === 'windmill' && config.instanceType && config.instanceCount) {
+		const pricePerHour = AWS_PRICING[config.instanceType] || 0;
+		return hours * pricePerHour * config.instanceCount;
+	}
+	return 0;
+}
+
+export default function TpcDsBenchmark({
+	title = 'TPC-DS Benchmark Results',
+	description,
+	configs,
+	showCostTable = true,
+	datasetSize
+}: TpcDsBenchmarkProps) {
+	const { colorMode } = useColorMode();
+	const textColor = colorMode === 'dark' ? '#e5e7eb' : '#374151';
+	const gridColor = colorMode === 'dark' ? 'rgba(255,255,255,0.1)' : 'rgba(0,0,0,0.1)';
+
+	const labels = configs.map((c) => c.label);
+	const hasStages = configs.some(c => c.stages && c.stages.length > 0);
+	const maxTime = Math.max(...configs.map(c => c.totalTimeSeconds));
+
+	// Build datasets - either stacked by stage or single bar
+	let datasets: any[];
+
+	if (hasStages) {
+		// Get all unique stages across all configs
+		const allStages = new Set<string>();
+		configs.forEach(c => c.stages?.forEach(s => allStages.add(s.stage)));
+		// Always include overhead bucket so totals match the wall-clock figure
+		allStages.add('overhead');
+
+		// Sort stages by predefined order
+		const sortedStages = Array.from(allStages).sort((a, b) => {
+			const aIdx = STAGE_ORDER.indexOf(a);
+			const bIdx = STAGE_ORDER.indexOf(b);
+			return (aIdx === -1 ? 999 : aIdx) - (bIdx === -1 ? 999 : bIdx);
+		});
+
+		datasets = sortedStages.map(stage => ({
+			label: STAGE_LABELS[stage] || stage,
+			data: configs.map(c => {
+				if (stage === 'overhead') {
+					const stageSum = (c.stages || []).reduce((acc, s) => acc + s.wallClockSeconds, 0);
+					return Math.max(0, c.totalTimeSeconds - stageSum);
+				}
+				const stageTiming = c.stages?.find(s => s.stage === stage);
+				return stageTiming?.wallClockSeconds || 0;
+			}),
+			backgroundColor: STAGE_COLORS[stage] || 'rgba(107, 114, 128, 0.5)',
+			borderColor: 'rgba(0,0,0,0)',
+			borderWidth: 0
+		}));
+	} else {
+		// Fallback to single bar per config
+		datasets = [{
+			label: 'Total Time',
+			data: configs.map(c => c.totalTimeSeconds),
+			backgroundColor: configs.map(c => {
+				if (c.platform === 'windmill') return 'rgba(59, 130, 246, 0.85)';
+				if (c.platform === 'local') return 'rgba(239, 68, 68, 0.85)'; // red for local/Pandas
+				return 'rgba(41, 182, 246, 0.85)'; // snowflake
+			}),
+			borderColor: 'rgba(0,0,0,0)',
+			borderWidth: 0
+		}];
+	}
+
+	const options = {
+		indexAxis: 'y' as const,
+		scales: {
+			x: {
+				stacked: hasStages,
+				max: Math.ceil(maxTime * 1.1),
+				title: {
+					display: true,
+					text: 'Duration (seconds)',
+					color: textColor
+				},
+				ticks: { color: textColor },
+				grid: { color: gridColor }
+			},
+			y: {
+				stacked: hasStages,
+				ticks: { color: textColor },
+				grid: { color: gridColor }
+			}
+		},
+		responsive: true,
+		maintainAspectRatio: false,
+		plugins: {
+			legend: {
+				display: hasStages,
+				position: 'bottom' as const,
+				labels: {
+					color: textColor,
+					usePointStyle: true,
+					pointStyle: 'rect',
+					padding: 15
+				}
+			},
+			title: {
+				display: false
+			},
+			tooltip: {
+				callbacks: {
+					label: (ctx: any) => {
+						if (hasStages) {
+							return `${ctx.dataset.label}: ${formatTime(ctx.raw)}`;
+						}
+						const config = configs[ctx.dataIndex];
+						const cost = calculateCost(config);
+						return [
+							`Time: ${formatTime(ctx.raw)}`,
+							`Cost: $${cost.toFixed(2)}`
+						];
+					}
+				}
+			}
+		},
+		animation: {
+			duration: 0
+		}
+	};
+
+	return (
+		<div className="tpcds-benchmark">
+			{title && <h4 style={{ marginBottom: '0.5rem' }}>{title}</h4>}
+			{description && <p style={{ marginBottom: '1rem', color: textColor }}>{description}</p>}
+
+			<div style={{ position: 'relative', height: `${Math.max(220, configs.length * 50 + 60)}px`, width: '100%', marginBottom: '1.5rem' }}>
+				<Bar key={colorMode} options={options} data={{ labels, datasets }} />
+			</div>
+
+			{showCostTable && (
+				<div style={{ overflowX: 'auto' }}>
+					<table style={{ width: '100%', borderCollapse: 'collapse', fontSize: '0.9rem' }}>
+						<thead>
+							<tr style={{ borderBottom: `1px solid ${gridColor}` }}>
+								<th style={{ textAlign: 'left', padding: '0.5rem', color: textColor }}>Configuration</th>
+								<th style={{ textAlign: 'right', padding: '0.5rem', color: textColor }}>Time</th>
+								<th style={{ textAlign: 'right', padding: '0.5rem', color: textColor }}>Cost</th>
+								<th style={{ textAlign: 'right', padding: '0.5rem', color: textColor }}>$/hour</th>
+							</tr>
+						</thead>
+						<tbody>
+							{configs.map((config, idx) => {
+								const cost = calculateCost(config);
+								const hourlyRate = config.platform === 'snowflake'
+									? (SNOWFLAKE_CREDITS_PER_HOUR[config.warehouseSize || ''] || 0) * SNOWFLAKE_CREDIT_PRICE
+									: config.platform === 'local'
+										? 0
+										: (AWS_PRICING[config.instanceType || ''] || 0) * (config.instanceCount || 1);
+								return (
+									<tr key={idx} style={{ borderBottom: `1px solid ${gridColor}` }}>
+										<td style={{ padding: '0.5rem', color: textColor }}>
+											{config.label}
+										</td>
+										<td style={{ textAlign: 'right', padding: '0.5rem', color: textColor, fontFamily: 'monospace' }}>
+											{formatTime(config.totalTimeSeconds)}
+										</td>
+										<td style={{ textAlign: 'right', padding: '0.5rem', color: textColor, fontFamily: 'monospace' }}>
+											${cost.toFixed(2)}
+										</td>
+										<td style={{ textAlign: 'right', padding: '0.5rem', color: textColor, fontFamily: 'monospace' }}>
+											${hourlyRate.toFixed(2)}
+										</td>
+									</tr>
+								);
+							})}
+						</tbody>
+					</table>
+				</div>
+			)}
+		</div>
+	);
+}
+
+// Pre-configured benchmark data for different scale factors
+
+export const SF10_CONFIGS: BenchmarkConfig[] = [
+	{
+		label: 'Airflow + Snowflake Small',
+		platform: 'snowflake',
+		warehouseSize: 'Small',
+		totalTimeSeconds: 85.26,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 19.41 },
+			{ stage: 'validate', wallClockSeconds: 5.91 },
+			{ stage: 'denormalize', wallClockSeconds: 37.57 },
+			{ stage: 'aggregate', wallClockSeconds: 7.74 },
+			{ stage: 'queries', wallClockSeconds: 4.71 },
+			{ stage: 'verify', wallClockSeconds: 2.32 }
+		]
+	},
+	{
+		label: 'Windmill 2× m6i.4xlarge',
+		platform: 'windmill',
+		instanceCount: 2,
+		instanceType: 'm6i.4xlarge',
+		totalTimeSeconds: 85.78,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 21.74 },
+			{ stage: 'validate', wallClockSeconds: 10.24 },
+			{ stage: 'denormalize', wallClockSeconds: 23.20 },
+			{ stage: 'aggregate', wallClockSeconds: 12.44 },
+			{ stage: 'query', wallClockSeconds: 17.77 }
+		]
+	},
+	{
+		label: 'Windmill 2× m6a.8xlarge',
+		platform: 'windmill',
+		instanceCount: 2,
+		instanceType: 'm6a.8xlarge',
+		totalTimeSeconds: 67.44,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 23.72 },
+			{ stage: 'validate', wallClockSeconds: 6.04 },
+			{ stage: 'denormalize', wallClockSeconds: 19.11 },
+			{ stage: 'aggregate', wallClockSeconds: 6.84 },
+			{ stage: 'query', wallClockSeconds: 10.87 }
+		]
+	}
+];
+
+export const SF100_CONFIGS: BenchmarkConfig[] = [
+	{
+		label: 'Airflow + Snowflake Small',
+		platform: 'snowflake',
+		warehouseSize: 'Small',
+		totalTimeSeconds: 711.14,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 218.49 },
+			{ stage: 'validate', wallClockSeconds: 7.43 },
+			{ stage: 'denormalize', wallClockSeconds: 394.44 },
+			{ stage: 'aggregate', wallClockSeconds: 69.38 },
+			{ stage: 'queries', wallClockSeconds: 11.88 },
+			{ stage: 'verify', wallClockSeconds: 3.46 }
+		]
+	},
+	{
+		label: 'Airflow + Snowflake Large',
+		platform: 'snowflake',
+		warehouseSize: 'Large',
+		totalTimeSeconds: 194.05,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 39.71 },
+			{ stage: 'validate', wallClockSeconds: 6.15 },
+			{ stage: 'denormalize', wallClockSeconds: 107.65 },
+			{ stage: 'aggregate', wallClockSeconds: 23.08 },
+			{ stage: 'queries', wallClockSeconds: 6.99 },
+			{ stage: 'verify', wallClockSeconds: 2.61 }
+		]
+	},
+	{
+		label: 'Windmill 1× m6a.8xlarge',
+		platform: 'windmill',
+		instanceCount: 1,
+		instanceType: 'm6a.8xlarge',
+		totalTimeSeconds: 651.98,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 141.64 },
+			{ stage: 'validate', wallClockSeconds: 61.00 },
+			{ stage: 'denormalize', wallClockSeconds: 159.21 },
+			{ stage: 'aggregate', wallClockSeconds: 147.90 },
+			{ stage: 'query', wallClockSeconds: 141.24 }
+		]
+	},
+	{
+		label: 'Windmill 1× m6a.16xlarge',
+		platform: 'windmill',
+		instanceCount: 1,
+		instanceType: 'm6a.16xlarge',
+		totalTimeSeconds: 391.33,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 96.15 },
+			{ stage: 'validate', wallClockSeconds: 30.19 },
+			{ stage: 'denormalize', wallClockSeconds: 114.33 },
+			{ stage: 'aggregate', wallClockSeconds: 65.09 },
+			{ stage: 'query', wallClockSeconds: 84.57 }
+		]
+	},
+	{
+		label: 'Windmill 3× m6a.8xlarge',
+		platform: 'windmill',
+		instanceCount: 3,
+		instanceType: 'm6a.8xlarge',
+		totalTimeSeconds: 261.27,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 50.82 },
+			{ stage: 'validate', wallClockSeconds: 23.27 },
+			{ stage: 'denormalize', wallClockSeconds: 79.45 },
+			{ stage: 'aggregate', wallClockSeconds: 56.03 },
+			{ stage: 'query', wallClockSeconds: 51.30 }
+		]
+	},
+	{
+		label: 'Windmill 3× m6a.16xlarge',
+		platform: 'windmill',
+		instanceCount: 3,
+		instanceType: 'm6a.16xlarge',
+		totalTimeSeconds: 157.11,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 32.03 },
+			{ stage: 'validate', wallClockSeconds: 11.51 },
+			{ stage: 'denormalize', wallClockSeconds: 53.60 },
+			{ stage: 'aggregate', wallClockSeconds: 22.50 },
+			{ stage: 'query', wallClockSeconds: 37.09 }
+		]
+	}
+];
+
+export const SF1000_CONFIGS: BenchmarkConfig[] = [
+	{
+		label: 'Airflow + Snowflake Large',
+		platform: 'snowflake',
+		warehouseSize: 'Large',
+		totalTimeSeconds: 1670.66,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 326.74 },
+			{ stage: 'validate', wallClockSeconds: 12.53 },
+			{ stage: 'denormalize', wallClockSeconds: 1168.55 },
+			{ stage: 'aggregate', wallClockSeconds: 134.66 },
+			{ stage: 'queries', wallClockSeconds: 19.97 },
+			{ stage: 'verify', wallClockSeconds: 2.86 }
+		]
+	},
+	{
+		label: 'Windmill 3× r6a.8xlarge',
+		platform: 'windmill',
+		instanceCount: 3,
+		instanceType: 'r6a.8xlarge',
+		totalTimeSeconds: 4198.39,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 395.66 },
+			{ stage: 'validate', wallClockSeconds: 252.32 },
+			{ stage: 'denormalize', wallClockSeconds: 1012.17 },
+			{ stage: 'aggregate', wallClockSeconds: 874.26 },
+			{ stage: 'query', wallClockSeconds: 1663.36 }
+		]
+	}
+];
+
+// Airflow + Pandas comparison configs (SF10 only - Pandas cannot scale beyond this)
+export const AIRFLOW_PANDAS_SF10_CONFIGS: BenchmarkConfig[] = [
+	{
+		label: 'Airflow + Pandas (64 GB local)',
+		platform: 'local',
+		totalTimeSeconds: 2813.82,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 600 },
+			{ stage: 'validate', wallClockSeconds: 168 },
+			{ stage: 'denormalize', wallClockSeconds: 323 },
+			{ stage: 'aggregate', wallClockSeconds: 433 },
+			{ stage: 'query', wallClockSeconds: 824 },
+			{ stage: 'verify', wallClockSeconds: 131 }
+		]
+	},
+	{
+		label: 'Windmill 2× m6a.8xlarge',
+		platform: 'windmill',
+		instanceCount: 2,
+		instanceType: 'm6a.8xlarge',
+		totalTimeSeconds: 67.44,
+		stages: [
+			{ stage: 'ingest', wallClockSeconds: 23.72 },
+			{ stage: 'validate', wallClockSeconds: 6.04 },
+			{ stage: 'denormalize', wallClockSeconds: 19.11 },
+			{ stage: 'aggregate', wallClockSeconds: 6.84 },
+			{ stage: 'query', wallClockSeconds: 10.87 }
+		]
+	}
+];
diff --git a/src/components/TpcDsBenchmarkSection.mdx b/src/components/TpcDsBenchmarkSection.mdx
new file mode 100644
index 000000000..aef6b8c7e
--- /dev/null
+++ b/src/components/TpcDsBenchmarkSection.mdx
@@ -0,0 +1,105 @@
+import TpcDsBenchmark, {
+	SF10_CONFIGS,
+	SF100_CONFIGS,
+	SF1000_CONFIGS,
+	AIRFLOW_PANDAS_SF10_CONFIGS
+} from '@site/src/components/TpcDsBenchmark';
+
+We ran the [TPC-DS](https://www.tpc.org/tpcds/) benchmark at three scale factors (10 GB, 100 GB, 1 TB) to compare Windmill + Ducklake against Airflow + Snowflake, the most common open-source orchestrator paired with a managed data warehouse.
+
+### Why TPC-DS?
+
+TPC-DS simulates a retail company's data warehouse, which mirrors a real ETL pipeline. The benchmark runs 52 tasks organized in 5 stages:
+
+| Stage | Tasks | What it does |
+| ----- | ----: | ------------ |
+| Ingest | 24 | Load raw data from 24 source tables (sales, returns, inventory, customers, products...) |
+| Validate | 8 | Check referential integrity and data quality across fact and dimension tables |
+| Denormalize | 3 | Join fact tables with dimensions to create analytics-ready tables |
+| Aggregate | 6 | Compute business metrics: daily sales, customer LTV, return rates, channel comparison... |
+| Query | 10 | Run 10 analytical queries (TPC-DS queries 3, 7, 19, 27, 34, 43, 46, 53, 67, 79) |
+
+### Pricing assumptions
+
+- Airflow + Snowflake: Snowflake Standard tier at $2/credit. Enterprise is $3-4/credit, Business Critical is $4-5/credit. Airflow orchestration cost excluded (adds $100-500/month for managed Airflow).
+- AWS EC2: On-demand pricing in us-east-1
+
+| Snowflake Warehouse | Credits/hour | $/hour |
+| ------------------- | -----------: | -----: |
+| Small               |            2 |     $4 |
+| Large               |            8 |    $16 |
+
+| AWS Instance   | vCPUs | Memory | $/hour |
+| -------------- | ----: | -----: | -----: |
+| m6i.4xlarge    |    16 |  64 GB |  $0.77 |
+| m6a.8xlarge    |    32 | 128 GB |  $1.38 |
+| m6a.16xlarge   |    64 | 256 GB |  $2.76 |
+| r6a.8xlarge    |    32 | 256 GB |  $1.81 |
+
+### SF10: 10 GB dataset
+
+At 10 GB, Windmill matches Snowflake's speed while costing 2-2.5x less.
+
+<TpcDsBenchmark
+	title="TPC-DS SF10 (10 GB)"
+	configs={SF10_CONFIGS}
+	datasetSize="10 GB"
+/>
+
+<br />
+
+With 2x m6a.8xlarge nodes, Windmill completes the benchmark in 67 seconds, 21% faster than Snowflake Small (85s). At comparable speed (2x m6i.4xlarge), Windmill costs $0.04 vs Snowflake's $0.10.
+
+### SF100: 100 GB dataset
+
+At 100 GB, the cost advantage becomes more significant. Windmill runs at 3x lower cost while delivering competitive performance.
+
+<TpcDsBenchmark
+	title="TPC-DS SF100 (100 GB)"
+	configs={SF100_CONFIGS}
+	datasetSize="100 GB"
+/>
+
+<br />
+
+Key findings:
+- Windmill 3x m6a.16xlarge (157s, $0.36) is 19% faster than Snowflake Large (194s, $0.86) while costing 2.4x less
+- Windmill 3x m6a.8xlarge (261s, $0.30) is 35% slower than Snowflake Large but costs 2.9x less
+- Windmill 1x m6a.16xlarge (391s, $0.30) runs 1.8x faster than Snowflake Small (711s, $0.79)
+- Per dollar spent, Windmill delivers 2.7x more throughput than Snowflake Small
+
+### SF1000: 1 TB dataset
+
+At terabyte scale, Snowflake's distributed architecture shows its strength. However, Windmill remains cost-competitive.
+
+<TpcDsBenchmark
+	title="TPC-DS SF1000 (1 TB)"
+	configs={SF1000_CONFIGS}
+	datasetSize="1 TB"
+/>
+
+<br />
+
+Snowflake Large completes in 28 minutes vs Windmill's 70 minutes, but Windmill still costs 15% less ($6.35 vs $7.43). If you're processing terabyte-scale data daily, Snowflake's performance advantage matters. For occasional large queries, Windmill's cost savings may be worth the extra time.
+
+:::note
+Benchmarks ran on AWS us-east-1. Snowflake pricing uses Standard tier ($2/credit). Enterprise and Business Critical tiers cost 50-150% more, making Windmill's cost advantage even greater. Airflow orchestration costs (managed Airflow or self-hosted) add to the total cost of ownership.
+:::
+
+### Why not Airflow + Pandas?
+
+Some teams try to avoid data warehouse costs by running Pandas locally. This approach breaks down quickly. We ran the same TPC-DS benchmark with Airflow + Pandas on a powerful local machine (AMD Ryzen 9 9955HX, 64 GB RAM).
+
+<TpcDsBenchmark
+	title="TPC-DS SF10 (10 GB): Pandas vs Ducklake"
+	configs={AIRFLOW_PANDAS_SF10_CONFIGS}
+	showCostTable={false}
+/>
+
+<br />
+
+At just 10 GB, Airflow + Pandas takes 47 minutes compared to Windmill's 67 seconds, a 42x slowdown. The Pandas run required limiting concurrency to 1 task at a time to avoid out-of-memory crashes. Even with 64 GB of RAM, Pandas loaded the store_sales DataFrame at ~25 GB due to decimal type overhead, forcing heavy swap usage.
+
+Beyond 10 GB, Pandas becomes unusable. Memory consumption grows linearly with data size, but performance degrades exponentially as the system swaps to disk. At 100 GB, you would need 500+ GB of RAM to avoid swapping, and even then you are still limited to single-threaded execution on one machine.
+
+Ducklake avoids these problems entirely. DuckDB processes data in streaming chunks, uses columnar Parquet compression, and parallelizes across all available cores. The data stays on S3, not in RAM.
diff --git a/src/data/tpcds_bench_results/results_sf10/airflow_pandas_sf10_20260504T205615Z.json b/src/data/tpcds_bench_results/results_sf10/airflow_pandas_sf10_20260504T205615Z.json
new file mode 100644
index 000000000..023f18a41
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf10/airflow_pandas_sf10_20260504T205615Z.json
@@ -0,0 +1,480 @@
+{
+  "competitor": "airflow",
+  "timestamp": "2026-05-04T20:56:15+00:00",
+  "tasks": [
+    {
+      "id": "ingest_catalog_sales",
+      "stage": "ingest",
+      "queued_at": 293.559,
+      "started_at": 294.553,
+      "completed_at": 475.656,
+      "queue_time_s": 0.994,
+      "execution_time_s": 181.103
+    },
+    {
+      "id": "ingest_store_returns",
+      "stage": "ingest",
+      "queued_at": 565.726,
+      "started_at": 566.055,
+      "completed_at": 587.216,
+      "queue_time_s": 0.329,
+      "execution_time_s": 21.161
+    },
+    {
+      "id": "ingest_store_sales",
+      "stage": "ingest",
+      "queued_at": 14.538,
+      "started_at": 14.883,
+      "completed_at": 292.85,
+      "queue_time_s": 0.344,
+      "execution_time_s": 277.967
+    },
+    {
+      "id": "ingest_web_returns",
+      "stage": "ingest",
+      "queued_at": 587.987,
+      "started_at": 588.311,
+      "completed_at": 594.086,
+      "queue_time_s": 0.324,
+      "execution_time_s": 5.776
+    },
+    {
+      "id": "ingest_web_sales",
+      "stage": "ingest",
+      "queued_at": 475.98,
+      "started_at": 476.313,
+      "completed_at": 565.455,
+      "queue_time_s": 0.333,
+      "execution_time_s": 89.143
+    },
+    {
+      "id": "query_q34",
+      "stage": "query",
+      "queued_at": 2383.444,
+      "started_at": 2384.619,
+      "completed_at": 2459.126,
+      "queue_time_s": 1.175,
+      "execution_time_s": 74.507
+    },
+    {
+      "id": "ingest_inventory",
+      "stage": "ingest",
+      "queued_at": 594.359,
+      "started_at": 594.679,
+      "completed_at": 600.166,
+      "queue_time_s": 0.32,
+      "execution_time_s": 5.487
+    },
+    {
+      "id": "agg_monthly_category",
+      "stage": "aggregate",
+      "queued_at": 1111.697,
+      "started_at": 1112.304,
+      "completed_at": 1131.673,
+      "queue_time_s": 0.608,
+      "execution_time_s": 19.369
+    },
+    {
+      "id": "query_q27",
+      "stage": "query",
+      "queued_at": 2459.708,
+      "started_at": 2460.035,
+      "completed_at": 2533.828,
+      "queue_time_s": 0.327,
+      "execution_time_s": 73.794
+    },
+    {
+      "id": "agg_customer_ltv",
+      "stage": "aggregate",
+      "queued_at": 1235.028,
+      "started_at": 1235.989,
+      "completed_at": 1379.855,
+      "queue_time_s": 0.962,
+      "execution_time_s": 143.866
+    },
+    {
+      "id": "query_q43",
+      "stage": "query",
+      "queued_at": 2533.853,
+      "started_at": 2534.84,
+      "completed_at": 2607.82,
+      "queue_time_s": 0.987,
+      "execution_time_s": 72.98
+    },
+    {
+      "id": "validate_store_sales",
+      "stage": "validate",
+      "queued_at": 601.235,
+      "started_at": 601.567,
+      "completed_at": 677.312,
+      "queue_time_s": 0.332,
+      "execution_time_s": 75.745
+    },
+    {
+      "id": "validate_catalog_sales",
+      "stage": "validate",
+      "queued_at": 677.743,
+      "started_at": 678.061,
+      "completed_at": 727.686,
+      "queue_time_s": 0.318,
+      "execution_time_s": 49.625
+    },
+    {
+      "id": "validate_web_sales",
+      "stage": "validate",
+      "queued_at": 728.196,
+      "started_at": 728.526,
+      "completed_at": 753.65,
+      "queue_time_s": 0.33,
+      "execution_time_s": 25.124
+    },
+    {
+      "id": "validate_store_returns",
+      "stage": "validate",
+      "queued_at": 754.063,
+      "started_at": 754.388,
+      "completed_at": 760.029,
+      "queue_time_s": 0.325,
+      "execution_time_s": 5.641
+    },
+    {
+      "id": "validate_catalog_returns",
+      "stage": "validate",
+      "queued_at": 760.846,
+      "started_at": 761.167,
+      "completed_at": 764.248,
+      "queue_time_s": 0.321,
+      "execution_time_s": 3.08
+    },
+    {
+      "id": "validate_web_returns",
+      "stage": "validate",
+      "queued_at": 765.143,
+      "started_at": 765.474,
+      "completed_at": 767.127,
+      "queue_time_s": 0.331,
+      "execution_time_s": 1.653
+    },
+    {
+      "id": "ingest_warehouse",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.402,
+      "completed_at": 2.549,
+      "queue_time_s": 1.402,
+      "execution_time_s": 1.147
+    },
+    {
+      "id": "ingest_catalog_page",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.41,
+      "completed_at": 2.579,
+      "queue_time_s": 1.41,
+      "execution_time_s": 1.169
+    },
+    {
+      "id": "ingest_promotion",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.403,
+      "completed_at": 2.63,
+      "queue_time_s": 1.403,
+      "execution_time_s": 1.228
+    },
+    {
+      "id": "ingest_time_dim",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.411,
+      "completed_at": 2.853,
+      "queue_time_s": 1.411,
+      "execution_time_s": 1.443
+    },
+    {
+      "id": "query_q46",
+      "stage": "query",
+      "queued_at": 1857.039,
+      "started_at": 1858.047,
+      "completed_at": 1930.151,
+      "queue_time_s": 1.008,
+      "execution_time_s": 72.105
+    },
+    {
+      "id": "query_q07",
+      "stage": "query",
+      "queued_at": 2003.551,
+      "started_at": 2003.867,
+      "completed_at": 2075.854,
+      "queue_time_s": 0.316,
+      "execution_time_s": 71.986
+    },
+    {
+      "id": "verify",
+      "stage": "verify",
+      "queued_at": 2682.639,
+      "started_at": 2682.961,
+      "completed_at": 2813.817,
+      "queue_time_s": 0.322,
+      "execution_time_s": 130.856
+    },
+    {
+      "id": "validate_dimensions",
+      "stage": "validate",
+      "queued_at": 601.235,
+      "started_at": 602.141,
+      "completed_at": 604.573,
+      "queue_time_s": 0.906,
+      "execution_time_s": 2.432
+    },
+    {
+      "id": "validate_inventory",
+      "stage": "validate",
+      "queued_at": 767.515,
+      "started_at": 767.841,
+      "completed_at": 769.025,
+      "queue_time_s": 0.326,
+      "execution_time_s": 1.184
+    },
+    {
+      "id": "ingest_date_dim",
+      "stage": "ingest",
+      "queued_at": 0.167,
+      "started_at": 1.613,
+      "completed_at": 3.36,
+      "queue_time_s": 1.446,
+      "execution_time_s": 1.747
+    },
+    {
+      "id": "denorm_store_sales",
+      "stage": "denormalize",
+      "queued_at": 769.682,
+      "started_at": 769.996,
+      "completed_at": 936.717,
+      "queue_time_s": 0.314,
+      "execution_time_s": 166.721
+    },
+    {
+      "id": "denorm_catalog_sales",
+      "stage": "denormalize",
+      "queued_at": 937.232,
+      "started_at": 937.669,
+      "completed_at": 1037.794,
+      "queue_time_s": 0.436,
+      "execution_time_s": 100.125
+    },
+    {
+      "id": "denorm_web_sales",
+      "stage": "denormalize",
+      "queued_at": 1038.127,
+      "started_at": 1038.45,
+      "completed_at": 1092.64,
+      "queue_time_s": 0.322,
+      "execution_time_s": 54.19
+    },
+    {
+      "id": "agg_daily_store",
+      "stage": "aggregate",
+      "queued_at": 1093.023,
+      "started_at": 1093.353,
+      "completed_at": 1111.587,
+      "queue_time_s": 0.329,
+      "execution_time_s": 18.234
+    },
+    {
+      "id": "agg_promo_roi",
+      "stage": "aggregate",
+      "queued_at": 1131.929,
+      "started_at": 1132.242,
+      "completed_at": 1154.584,
+      "queue_time_s": 0.313,
+      "execution_time_s": 22.342
+    },
+    {
+      "id": "agg_return_rate",
+      "stage": "aggregate",
+      "queued_at": 1154.716,
+      "started_at": 1155.067,
+      "completed_at": 1234.905,
+      "queue_time_s": 0.351,
+      "execution_time_s": 79.838
+    },
+    {
+      "id": "agg_channel_comparison",
+      "stage": "aggregate",
+      "queued_at": 1380.048,
+      "started_at": 1380.721,
+      "completed_at": 1525.745,
+      "queue_time_s": 0.673,
+      "execution_time_s": 145.025
+    },
+    {
+      "id": "query_q03",
+      "stage": "query",
+      "queued_at": 1930.805,
+      "started_at": 1931.137,
+      "completed_at": 2003.004,
+      "queue_time_s": 0.332,
+      "execution_time_s": 71.867
+    },
+    {
+      "id": "query_q53",
+      "stage": "query",
+      "queued_at": 2076.282,
+      "started_at": 2076.613,
+      "completed_at": 2148.165,
+      "queue_time_s": 0.331,
+      "execution_time_s": 71.552
+    },
+    {
+      "id": "query_q79",
+      "stage": "query",
+      "queued_at": 2245.729,
+      "started_at": 2246.982,
+      "completed_at": 2324.93,
+      "queue_time_s": 1.253,
+      "execution_time_s": 77.948
+    },
+    {
+      "id": "query_q67",
+      "stage": "query",
+      "queued_at": 2148.546,
+      "started_at": 2148.871,
+      "completed_at": 2244.836,
+      "queue_time_s": 0.325,
+      "execution_time_s": 95.965
+    },
+    {
+      "id": "ingest_household_demographics",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 0.341,
+      "completed_at": 0.702,
+      "queue_time_s": 0.341,
+      "execution_time_s": 0.361
+    },
+    {
+      "id": "ingest_income_band",
+      "stage": "ingest",
+      "queued_at": 0.167,
+      "started_at": 1.584,
+      "completed_at": 3.167,
+      "queue_time_s": 1.417,
+      "execution_time_s": 1.583
+    },
+    {
+      "id": "ingest_call_center",
+      "stage": "ingest",
+      "queued_at": 0.167,
+      "started_at": 1.613,
+      "completed_at": 3.248,
+      "queue_time_s": 1.446,
+      "execution_time_s": 1.635
+    },
+    {
+      "id": "ingest_store",
+      "stage": "ingest",
+      "queued_at": 0.167,
+      "started_at": 1.621,
+      "completed_at": 3.277,
+      "queue_time_s": 1.454,
+      "execution_time_s": 1.656
+    },
+    {
+      "id": "ingest_web_page",
+      "stage": "ingest",
+      "queued_at": 0.167,
+      "started_at": 1.624,
+      "completed_at": 3.286,
+      "queue_time_s": 1.457,
+      "execution_time_s": 1.661
+    },
+    {
+      "id": "ingest_web_site",
+      "stage": "ingest",
+      "queued_at": 0.167,
+      "started_at": 1.627,
+      "completed_at": 3.324,
+      "queue_time_s": 1.46,
+      "execution_time_s": 1.697
+    },
+    {
+      "id": "ingest_item",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.398,
+      "completed_at": 3.507,
+      "queue_time_s": 1.398,
+      "execution_time_s": 2.109
+    },
+    {
+      "id": "ingest_reason",
+      "stage": "ingest",
+      "queued_at": 0.768,
+      "started_at": 1.355,
+      "completed_at": 1.733,
+      "queue_time_s": 0.587,
+      "execution_time_s": 0.378
+    },
+    {
+      "id": "ingest_customer_demographics",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.415,
+      "completed_at": 3.545,
+      "queue_time_s": 1.415,
+      "execution_time_s": 2.13
+    },
+    {
+      "id": "ingest_customer",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.409,
+      "completed_at": 3.687,
+      "queue_time_s": 1.409,
+      "execution_time_s": 2.278
+    },
+    {
+      "id": "ingest_catalog_returns",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.338,
+      "completed_at": 14.139,
+      "queue_time_s": 1.338,
+      "execution_time_s": 12.801
+    },
+    {
+      "id": "ingest_customer_address",
+      "stage": "ingest",
+      "queued_at": 0.0,
+      "started_at": 1.183,
+      "completed_at": 3.251,
+      "queue_time_s": 1.183,
+      "execution_time_s": 2.068
+    },
+    {
+      "id": "ingest_ship_mode",
+      "stage": "ingest",
+      "queued_at": 1.843,
+      "started_at": 2.45,
+      "completed_at": 3.515,
+      "queue_time_s": 0.607,
+      "execution_time_s": 1.064
+    },
+    {
+      "id": "query_q19",
+      "stage": "query",
+      "queued_at": 2608.617,
+      "started_at": 2609.439,
+      "completed_at": 2681.396,
+      "queue_time_s": 0.822,
+      "execution_time_s": 71.956
+    }
+  ],
+  "total_wall_clock_s": 2813.817,
+  "notes": "SF10 local run on 32-vCPU/60GiB host. Worker container limited to 8 CPU / 56 GiB. Heavy fact ingest+validate+denorm+aggregate were pooled at 1 concurrent slot due to OOM (pandas Decimals make store_sales DataFrame ~25 GiB). Queries run in 10-task fan-out but pooled at 1 after a first attempt with pool=2 OOM-killed q19/q27/q34/q43; those were cleared and re-ran successfully. total_wall_clock_s spans earliest queued to latest end across all task instances (includes the 4 failed attempts).",
+  "scale_factor": 10,
+  "runner": "airflow_pandas",
+  "dag_id": "tpcds_etl_pandas",
+  "run_id": "manual_20260504T200906Z"
+}
diff --git a/src/data/tpcds_bench_results/results_sf10/snowflake_sf10_small.json b/src/data/tpcds_bench_results/results_sf10/snowflake_sf10_small.json
new file mode 100644
index 000000000..9f070eec8
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf10/snowflake_sf10_small.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "snowflake",
+  "timestamp": "2026-04-15T09:47:09.868949+00:00",
+  "total_wall_clock_s": 85.261559,
+  "tasks": [
+    {
+      "id": "ingest.ingest_store",
+      "queued_at": 0.039375,
+      "started_at": 2.078769,
+      "completed_at": 8.433214,
+      "queue_time_s": 2.039394,
+      "execution_time_s": 6.354445,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_store_returns",
+      "queued_at": 0.039375,
+      "started_at": 2.08751,
+      "completed_at": 9.669886,
+      "queue_time_s": 2.048135,
+      "execution_time_s": 7.582376,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_customer_demographics",
+      "queued_at": 0.039375,
+      "started_at": 2.090809,
+      "completed_at": 12.229521,
+      "queue_time_s": 2.051434,
+      "execution_time_s": 10.138712,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_web_sales",
+      "queued_at": 0.039375,
+      "started_at": 2.091523,
+      "completed_at": 17.102821,
+      "queue_time_s": 2.052148,
+      "execution_time_s": 15.011298,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_date_dim",
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+      "started_at": 2.09153,
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+    {
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+    }
+  ]
+}
diff --git a/src/data/tpcds_bench_results/results_sf10/windmill_sf10_1x_m6i4xl.json b/src/data/tpcds_bench_results/results_sf10/windmill_sf10_1x_m6i4xl.json
new file mode 100644
index 000000000..3fa57c796
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf10/windmill_sf10_1x_m6i4xl.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "windmill",
+  "timestamp": "2026-04-15T09:19:20+00:00",
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+    },
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+    },
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+}
diff --git a/src/data/tpcds_bench_results/results_sf10/windmill_sf10_2x_m6a8xl.json b/src/data/tpcds_bench_results/results_sf10/windmill_sf10_2x_m6a8xl.json
new file mode 100644
index 000000000..8d154a0ba
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf10/windmill_sf10_2x_m6a8xl.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "windmill",
+  "timestamp": "2026-04-15T10:51:23+00:00",
+  "tasks": [
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+      "execution_time_s": 11.538
+    },
+    {
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+    },
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+      "execution_time_s": 7.526
+    },
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+    },
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+    {
+      "id": "q53",
+      "stage": "query",
+      "queued_at": 56.194,
+      "started_at": 62.14,
+      "completed_at": 63.543,
+      "queue_time_s": 5.946,
+      "execution_time_s": 1.403
+    },
+    {
+      "id": "q67",
+      "stage": "query",
+      "queued_at": 56.201,
+      "started_at": 63.549,
+      "completed_at": 67.07,
+      "queue_time_s": 7.348,
+      "execution_time_s": 3.521
+    },
+    {
+      "id": "q79",
+      "stage": "query",
+      "queued_at": 56.202,
+      "started_at": 63.744,
+      "completed_at": 66.14,
+      "queue_time_s": 7.541,
+      "execution_time_s": 2.396
+    },
+    {
+      "id": "stage_verify",
+      "stage": "unknown",
+      "queued_at": 67.097,
+      "started_at": 67.127,
+      "completed_at": 67.464,
+      "queue_time_s": 0.03,
+      "execution_time_s": 0.337
+    }
+  ],
+  "total_wall_clock_s": 67.435
+}
diff --git a/src/data/tpcds_bench_results/results_sf10/windmill_sf10_2x_m6i4xl.json b/src/data/tpcds_bench_results/results_sf10/windmill_sf10_2x_m6i4xl.json
new file mode 100644
index 000000000..f8868b3c5
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf10/windmill_sf10_2x_m6i4xl.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "windmill",
+  "timestamp": "2026-04-15T09:19:20+00:00",
+  "tasks": [
+    {
+      "id": "ingest_store_sales",
+      "stage": "ingest",
+      "queued_at": 0.037,
+      "started_at": 0.037,
+      "completed_at": 9.802,
+      "queue_time_s": 0.0,
+      "execution_time_s": 9.765
+    },
+    {
+      "id": "ingest_catalog_sales",
+      "stage": "ingest",
+      "queued_at": 0.042,
+      "started_at": 0.042,
+      "completed_at": 6.173,
+      "queue_time_s": 0.0,
+      "execution_time_s": 6.131
+    },
+    {
+      "id": "ingest_web_sales",
+      "stage": "ingest",
+      "queued_at": 0.046,
+      "started_at": 6.173,
+      "completed_at": 9.545,
+      "queue_time_s": 6.127,
+      "execution_time_s": 3.372
+    },
+    {
+      "id": "ingest_store_returns",
+      "stage": "ingest",
+      "queued_at": 0.051,
+      "started_at": 9.545,
+      "completed_at": 11.877,
+      "queue_time_s": 9.494,
+      "execution_time_s": 2.332
+    },
+    {
+      "id": "ingest_catalog_returns",
+      "stage": "ingest",
+      "queued_at": 0.056,
+      "started_at": 9.802,
+      "completed_at": 12.051,
+      "queue_time_s": 9.746,
+      "execution_time_s": 2.249
+    },
+    {
+      "id": "ingest_web_returns",
+      "stage": "ingest",
+      "queued_at": 0.06,
+      "started_at": 11.877,
+      "completed_at": 13.819,
+      "queue_time_s": 11.817,
+      "execution_time_s": 1.942
+    },
+    {
+      "id": "ingest_inventory",
+      "stage": "ingest",
+      "queued_at": 0.065,
+      "started_at": 12.051,
+      "completed_at": 20.721,
+      "queue_time_s": 11.986,
+      "execution_time_s": 8.67
+    },
+    {
+      "id": "ingest_customer",
+      "stage": "ingest",
+      "queued_at": 0.069,
+      "started_at": 13.819,
+      "completed_at": 15.227,
+      "queue_time_s": 13.75,
+      "execution_time_s": 1.408
+    },
+    {
+      "id": "ingest_customer_address",
+      "stage": "ingest",
+      "queued_at": 0.074,
+      "started_at": 15.227,
+      "completed_at": 15.947,
+      "queue_time_s": 15.153,
+      "execution_time_s": 0.72
+    },
+    {
+      "id": "ingest_customer_demographics",
+      "stage": "ingest",
+      "queued_at": 0.078,
+      "started_at": 15.947,
+      "completed_at": 16.866,
+      "queue_time_s": 15.869,
+      "execution_time_s": 0.919
+    },
+    {
+      "id": "ingest_household_demographics",
+      "stage": "ingest",
+      "queued_at": 0.082,
+      "started_at": 16.866,
+      "completed_at": 17.248,
+      "queue_time_s": 16.784,
+      "execution_time_s": 0.382
+    },
+    {
+      "id": "ingest_item",
+      "stage": "ingest",
+      "queued_at": 0.087,
+      "started_at": 17.248,
+      "completed_at": 18.21,
+      "queue_time_s": 17.161,
+      "execution_time_s": 0.962
+    },
+    {
+      "id": "ingest_store",
+      "stage": "ingest",
+      "queued_at": 0.091,
+      "started_at": 18.21,
+      "completed_at": 18.532,
+      "queue_time_s": 18.119,
+      "execution_time_s": 0.322
+    },
+    {
+      "id": "ingest_date_dim",
+      "stage": "ingest",
+      "queued_at": 0.095,
+      "started_at": 18.532,
+      "completed_at": 19.294,
+      "queue_time_s": 18.437,
+      "execution_time_s": 0.762
+    },
+    {
+      "id": "ingest_time_dim",
+      "stage": "ingest",
+      "queued_at": 0.1,
+      "started_at": 19.294,
+      "completed_at": 19.759,
+      "queue_time_s": 19.194,
+      "execution_time_s": 0.465
+    },
+    {
+      "id": "ingest_promotion",
+      "stage": "ingest",
+      "queued_at": 0.104,
+      "started_at": 19.759,
+      "completed_at": 20.083,
+      "queue_time_s": 19.655,
+      "execution_time_s": 0.324
+    },
+    {
+      "id": "ingest_warehouse",
+      "stage": "ingest",
+      "queued_at": 0.108,
+      "started_at": 20.083,
+      "completed_at": 20.345,
+      "queue_time_s": 19.975,
+      "execution_time_s": 0.262
+    },
+    {
+      "id": "ingest_catalog_page",
+      "stage": "ingest",
+      "queued_at": 0.113,
+      "started_at": 20.345,
+      "completed_at": 20.81,
+      "queue_time_s": 20.232,
+      "execution_time_s": 0.465
+    },
+    {
+      "id": "ingest_web_page",
+      "stage": "ingest",
+      "queued_at": 0.118,
+      "started_at": 20.721,
+      "completed_at": 21.029,
+      "queue_time_s": 20.603,
+      "execution_time_s": 0.308
+    },
+    {
+      "id": "ingest_web_site",
+      "stage": "ingest",
+      "queued_at": 0.122,
+      "started_at": 20.81,
+      "completed_at": 21.124,
+      "queue_time_s": 20.688,
+      "execution_time_s": 0.314
+    },
+    {
+      "id": "ingest_call_center",
+      "stage": "ingest",
+      "queued_at": 0.127,
+      "started_at": 21.029,
+      "completed_at": 21.322,
+      "queue_time_s": 20.902,
+      "execution_time_s": 0.293
+    },
+    {
+      "id": "ingest_income_band",
+      "stage": "ingest",
+      "queued_at": 0.131,
+      "started_at": 21.124,
+      "completed_at": 21.456,
+      "queue_time_s": 20.993,
+      "execution_time_s": 0.332
+    },
+    {
+      "id": "ingest_reason",
+      "stage": "ingest",
+      "queued_at": 0.136,
+      "started_at": 21.322,
+      "completed_at": 21.62,
+      "queue_time_s": 21.186,
+      "execution_time_s": 0.298
+    },
+    {
+      "id": "ingest_ship_mode",
+      "stage": "ingest",
+      "queued_at": 0.14,
+      "started_at": 21.456,
+      "completed_at": 21.774,
+      "queue_time_s": 21.316,
+      "execution_time_s": 0.318
+    },
+    {
+      "id": "validate_store_sales",
+      "stage": "validate",
+      "queued_at": 21.774,
+      "started_at": 21.774,
+      "completed_at": 26.282,
+      "queue_time_s": 0.0,
+      "execution_time_s": 4.508
+    },
+    {
+      "id": "validate_catalog_sales",
+      "stage": "validate",
+      "queued_at": 21.78,
+      "started_at": 21.78,
+      "completed_at": 24.576,
+      "queue_time_s": 0.0,
+      "execution_time_s": 2.796
+    },
+    {
+      "id": "validate_web_sales",
+      "stage": "validate",
+      "queued_at": 21.785,
+      "started_at": 24.576,
+      "completed_at": 26.192,
+      "queue_time_s": 2.791,
+      "execution_time_s": 1.616
+    },
+    {
+      "id": "validate_store_returns",
+      "stage": "validate",
+      "queued_at": 21.79,
+      "started_at": 26.192,
+      "completed_at": 26.978,
+      "queue_time_s": 4.402,
+      "execution_time_s": 0.786
+    },
+    {
+      "id": "validate_catalog_returns",
+      "stage": "validate",
+      "queued_at": 21.796,
+      "started_at": 26.282,
+      "completed_at": 26.918,
+      "queue_time_s": 4.486,
+      "execution_time_s": 0.636
+    },
+    {
+      "id": "validate_web_returns",
+      "stage": "validate",
+      "queued_at": 21.801,
+      "started_at": 26.918,
+      "completed_at": 27.641,
+      "queue_time_s": 5.117,
+      "execution_time_s": 0.723
+    },
+    {
+      "id": "validate_inventory",
+      "stage": "validate",
+      "queued_at": 21.806,
+      "started_at": 26.978,
+      "completed_at": 32.019,
+      "queue_time_s": 5.172,
+      "execution_time_s": 5.041
+    },
+    {
+      "id": "validate_dimensions",
+      "stage": "validate",
+      "queued_at": 21.811,
+      "started_at": 27.641,
+      "completed_at": 29.044,
+      "queue_time_s": 5.83,
+      "execution_time_s": 1.403
+    },
+    {
+      "id": "denorm_store_sales",
+      "stage": "denormalize",
+      "queued_at": 32.019,
+      "started_at": 32.019,
+      "completed_at": 52.86,
+      "queue_time_s": 0.0,
+      "execution_time_s": 20.841
+    },
+    {
+      "id": "denorm_catalog_sales",
+      "stage": "denormalize",
+      "queued_at": 32.025,
+      "started_at": 32.025,
+      "completed_at": 43.251,
+      "queue_time_s": 0.0,
+      "execution_time_s": 11.226
+    },
+    {
+      "id": "denorm_web_sales",
+      "stage": "denormalize",
+      "queued_at": 32.032,
+      "started_at": 43.251,
+      "completed_at": 55.22,
+      "queue_time_s": 11.219,
+      "execution_time_s": 11.969
+    },
+    {
+      "id": "agg_daily_store",
+      "stage": "aggregate",
+      "queued_at": 55.22,
+      "started_at": 55.22,
+      "completed_at": 61.008,
+      "queue_time_s": 0.0,
+      "execution_time_s": 5.788
+    },
+    {
+      "id": "agg_monthly_category",
+      "stage": "aggregate",
+      "queued_at": 55.226,
+      "started_at": 55.226,
+      "completed_at": 59.031,
+      "queue_time_s": 0.0,
+      "execution_time_s": 3.805
+    },
+    {
+      "id": "agg_customer_ltv",
+      "stage": "aggregate",
+      "queued_at": 55.232,
+      "started_at": 59.031,
+      "completed_at": 63.863,
+      "queue_time_s": 3.799,
+      "execution_time_s": 4.832
+    },
+    {
+      "id": "agg_channel_comparison",
+      "stage": "aggregate",
+      "queued_at": 55.237,
+      "started_at": 61.008,
+      "completed_at": 65.416,
+      "queue_time_s": 5.771,
+      "execution_time_s": 4.408
+    },
+    {
+      "id": "agg_promo_roi",
+      "stage": "aggregate",
+      "queued_at": 55.244,
+      "started_at": 63.863,
+      "completed_at": 67.664,
+      "queue_time_s": 8.619,
+      "execution_time_s": 3.801
+    },
+    {
+      "id": "agg_return_rate",
+      "stage": "aggregate",
+      "queued_at": 55.25,
+      "started_at": 65.416,
+      "completed_at": 67.531,
+      "queue_time_s": 10.166,
+      "execution_time_s": 2.115
+    },
+    {
+      "id": "q03",
+      "stage": "query",
+      "queued_at": 67.664,
+      "started_at": 67.664,
+      "completed_at": 69.787,
+      "queue_time_s": 0.0,
+      "execution_time_s": 2.123
+    },
+    {
+      "id": "q07",
+      "stage": "query",
+      "queued_at": 67.669,
+      "started_at": 67.669,
+      "completed_at": 71.743,
+      "queue_time_s": 0.0,
+      "execution_time_s": 4.074
+    },
+    {
+      "id": "q19",
+      "stage": "query",
+      "queued_at": 67.676,
+      "started_at": 69.787,
+      "completed_at": 72.837,
+      "queue_time_s": 2.111,
+      "execution_time_s": 3.05
+    },
+    {
+      "id": "q27",
+      "stage": "query",
+      "queued_at": 67.682,
+      "started_at": 71.743,
+      "completed_at": 75.874,
+      "queue_time_s": 4.061,
+      "execution_time_s": 4.131
+    },
+    {
+      "id": "q34",
+      "stage": "query",
+      "queued_at": 67.691,
+      "started_at": 72.837,
+      "completed_at": 75.826,
+      "queue_time_s": 5.146,
+      "execution_time_s": 2.989
+    },
+    {
+      "id": "q43",
+      "stage": "query",
+      "queued_at": 67.696,
+      "started_at": 75.826,
+      "completed_at": 77.738,
+      "queue_time_s": 8.13,
+      "execution_time_s": 1.912
+    },
+    {
+      "id": "q46",
+      "stage": "query",
+      "queued_at": 67.701,
+      "started_at": 75.874,
+      "completed_at": 80.645,
+      "queue_time_s": 8.173,
+      "execution_time_s": 4.771
+    },
+    {
+      "id": "q53",
+      "stage": "query",
+      "queued_at": 67.706,
+      "started_at": 77.738,
+      "completed_at": 80.338,
+      "queue_time_s": 10.032,
+      "execution_time_s": 2.6
+    },
+    {
+      "id": "q67",
+      "stage": "query",
+      "queued_at": 67.711,
+      "started_at": 80.338,
+      "completed_at": 85.434,
+      "queue_time_s": 12.627,
+      "execution_time_s": 5.096
+    },
+    {
+      "id": "q79",
+      "stage": "query",
+      "queued_at": 67.716,
+      "started_at": 80.645,
+      "completed_at": 85.075,
+      "queue_time_s": 12.929,
+      "execution_time_s": 4.43
+    },
+    {
+      "id": "stage_verify",
+      "stage": "unknown",
+      "queued_at": 85.434,
+      "started_at": 85.434,
+      "completed_at": 85.78,
+      "queue_time_s": 0.0,
+      "execution_time_s": 0.346
+    }
+  ],
+  "total_wall_clock_s": 85.78
+}
\ No newline at end of file
diff --git a/src/data/tpcds_bench_results/results_sf100/snowflake_eks_large.json b/src/data/tpcds_bench_results/results_sf100/snowflake_eks_large.json
new file mode 100644
index 000000000..558f5626b
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf100/snowflake_eks_large.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "snowflake",
+  "timestamp": "2026-04-13T16:30:33.409705+00:00",
+  "total_wall_clock_s": 194.054662,
+  "tasks": [
+    {
+      "id": "ingest.ingest_time_dim",
+      "queued_at": 0.026414,
+      "started_at": 1.114631,
+      "completed_at": 7.339607,
+      "queue_time_s": 1.088217,
+      "execution_time_s": 6.224976,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_web_returns",
+      "queued_at": 0.026414,
+      "started_at": 1.124097,
+      "completed_at": 12.612253,
+      "queue_time_s": 1.097683,
+      "execution_time_s": 11.488156,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_catalog_returns",
+      "queued_at": 0.026414,
+      "started_at": 1.235065,
+      "completed_at": 21.09079,
+      "queue_time_s": 1.208651,
+      "execution_time_s": 19.855725,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_promotion",
+      "queued_at": 0.026414,
+      "started_at": 1.340531,
+      "completed_at": 7.758362,
+      "queue_time_s": 1.314117,
+      "execution_time_s": 6.417831,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_web_sales",
+      "queued_at": 0.026414,
+      "started_at": 1.422286,
+      "completed_at": 33.67867,
+      "queue_time_s": 1.395872,
+      "execution_time_s": 32.256384,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_store_returns",
+      "queued_at": 0.026414,
+      "started_at": 1.546326,
+      "completed_at": 24.496824,
+      "queue_time_s": 1.519912,
+      "execution_time_s": 22.950498,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_inventory",
+      "queued_at": 0.026414,
+      "started_at": 1.645908,
+      "completed_at": 8.846638,
+      "queue_time_s": 1.619494,
+      "execution_time_s": 7.20073,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_catalog_sales",
+      "queued_at": 0.026414,
+      "started_at": 1.822253,
+      "completed_at": 39.122472,
+      "queue_time_s": 1.795839,
+      "execution_time_s": 37.300219,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_store",
+      "queued_at": 0.026414,
+      "started_at": 1.822946,
+      "completed_at": 8.116432,
+      "queue_time_s": 1.796532,
+      "execution_time_s": 6.293486,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_customer_address",
+      "queued_at": 0.026414,
+      "started_at": 1.824302,
+      "completed_at": 29.86605,
+      "queue_time_s": 1.797888,
+      "execution_time_s": 28.041748,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_store_sales",
+      "queued_at": 0.026414,
+      "started_at": 1.83016,
+      "completed_at": 40.826188,
+      "queue_time_s": 1.803746,
+      "execution_time_s": 38.996028,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_customer",
+      "queued_at": 0.026414,
+      "started_at": 1.830819,
+      "completed_at": 35.320989,
+      "queue_time_s": 1.804405,
+      "execution_time_s": 33.49017,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_item",
+      "queued_at": 0.026414,
+      "started_at": 1.835474,
+      "completed_at": 23.398802,
+      "queue_time_s": 1.80906,
+      "execution_time_s": 21.563328,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_household_demographics",
+      "queued_at": 0.026414,
+      "started_at": 1.842362,
+      "completed_at": 7.285041,
+      "queue_time_s": 1.815948,
+      "execution_time_s": 5.442679,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_date_dim",
+      "queued_at": 0.026414,
+      "started_at": 1.913905,
+      "completed_at": 7.79675,
+      "queue_time_s": 1.887491,
+      "execution_time_s": 5.882845,
+      "stage": "ingest"
+    },
+    {
+      "id": "ingest.ingest_customer_demographics",
+      "queued_at": 0.026414,
+      "started_at": 1.941854,
+      "completed_at": 18.708248,
+      "queue_time_s": 1.91544,
+      "execution_time_s": 16.766394,
+      "stage": "ingest"
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+}
diff --git a/src/data/tpcds_bench_results/results_sf100/snowflake_eks_small.json b/src/data/tpcds_bench_results/results_sf100/snowflake_eks_small.json
new file mode 100644
index 000000000..922bd433b
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf100/snowflake_eks_small.json
@@ -0,0 +1,475 @@
+{
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+}
diff --git a/src/data/tpcds_bench_results/results_sf100/windmill_1x_m6a16xl.json b/src/data/tpcds_bench_results/results_sf100/windmill_1x_m6a16xl.json
new file mode 100644
index 000000000..f4bada112
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf100/windmill_1x_m6a16xl.json
@@ -0,0 +1,475 @@
+{
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+}
diff --git a/src/data/tpcds_bench_results/results_sf100/windmill_1x_m6a8xl.json b/src/data/tpcds_bench_results/results_sf100/windmill_1x_m6a8xl.json
new file mode 100644
index 000000000..aed93b87e
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf100/windmill_1x_m6a8xl.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "windmill",
+  "timestamp": "2026-04-13T19:30:34+00:00",
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+      "execution_time_s": 39.568
+    },
+    {
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+}
diff --git a/src/data/tpcds_bench_results/results_sf100/windmill_2x_m6i4xl.json b/src/data/tpcds_bench_results/results_sf100/windmill_2x_m6i4xl.json
new file mode 100644
index 000000000..242e86ce9
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf100/windmill_2x_m6i4xl.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "windmill",
+  "timestamp": "2026-04-13T16:26:35+00:00",
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+    },
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+}
diff --git a/src/data/tpcds_bench_results/results_sf100/windmill_3x_m6a16xl.json b/src/data/tpcds_bench_results/results_sf100/windmill_3x_m6a16xl.json
new file mode 100644
index 000000000..48596c6d3
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf100/windmill_3x_m6a16xl.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "windmill",
+  "timestamp": "2026-04-15T07:54:16+00:00",
+  "tasks": [
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+    },
+    {
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+    },
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+      "execution_time_s": 24.74
+    },
+    {
+      "id": "q79",
+      "stage": "query",
+      "queued_at": 119.754,
+      "started_at": 136.456,
+      "completed_at": 145.863,
+      "queue_time_s": 16.702,
+      "execution_time_s": 9.407
+    },
+    {
+      "id": "stage_verify",
+      "stage": "unknown",
+      "queued_at": 156.794,
+      "started_at": 156.794,
+      "completed_at": 157.113,
+      "queue_time_s": 0.0,
+      "execution_time_s": 0.319
+    }
+  ],
+  "total_wall_clock_s": 157.113
+}
\ No newline at end of file
diff --git a/src/data/tpcds_bench_results/results_sf100/windmill_3x_m6a8xl.json b/src/data/tpcds_bench_results/results_sf100/windmill_3x_m6a8xl.json
new file mode 100644
index 000000000..de732ae27
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf100/windmill_3x_m6a8xl.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "windmill",
+  "timestamp": "2026-04-13T19:30:34+00:00",
+  "tasks": [
+    {
+      "id": "ingest_store_sales",
+      "stage": "ingest",
+      "queued_at": 0.052,
+      "started_at": 0.052,
+      "completed_at": 39.62,
+      "queue_time_s": 0.0,
+      "execution_time_s": 39.568
+    },
+    {
+      "id": "ingest_catalog_sales",
+      "stage": "ingest",
+      "queued_at": 0.057,
+      "started_at": 0.057,
+      "completed_at": 34.618,
+      "queue_time_s": 0.0,
+      "execution_time_s": 34.561
+    },
+    {
+      "id": "ingest_web_sales",
+      "stage": "ingest",
+      "queued_at": 0.063,
+      "started_at": 0.063,
+      "completed_at": 13.218,
+      "queue_time_s": 0.0,
+      "execution_time_s": 13.155
+    },
+    {
+      "id": "ingest_store_returns",
+      "stage": "ingest",
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+      "started_at": 13.218,
+      "completed_at": 24.519,
+      "queue_time_s": 13.149,
+      "execution_time_s": 11.301
+    },
+    {
+      "id": "ingest_catalog_returns",
+      "stage": "ingest",
+      "queued_at": 0.074,
+      "started_at": 24.519,
+      "completed_at": 32.673,
+      "queue_time_s": 24.445,
+      "execution_time_s": 8.154
+    },
+    {
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+    },
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+      "execution_time_s": 16.258
+    },
+    {
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+    },
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+    },
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+    },
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+    },
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+      "execution_time_s": 0.36
+    },
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+    },
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+    },
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+    },
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+      "execution_time_s": 0.271
+    },
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+      "execution_time_s": 0.428
+    },
+    {
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+      "execution_time_s": 0.325
+    },
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+      "execution_time_s": 0.336
+    },
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+      "execution_time_s": 0.271
+    },
+    {
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+      "execution_time_s": 0.382
+    },
+    {
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+      "queue_time_s": 44.783,
+      "execution_time_s": 0.281
+    },
+    {
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+      "queue_time_s": 45.059,
+      "execution_time_s": 0.235
+    },
+    {
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+      "stage": "validate",
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+      "started_at": 50.876,
+      "completed_at": 74.143,
+      "queue_time_s": 0.0,
+      "execution_time_s": 23.267
+    },
+    {
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+      "stage": "validate",
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+      "started_at": 50.882,
+      "completed_at": 64.849,
+      "queue_time_s": 0.0,
+      "execution_time_s": 13.967
+    },
+    {
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+      "started_at": 50.888,
+      "completed_at": 57.735,
+      "queue_time_s": 0.0,
+      "execution_time_s": 6.847
+    },
+    {
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+      "queue_time_s": 6.84,
+      "execution_time_s": 2.438
+    },
+    {
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+      "started_at": 60.173,
+      "completed_at": 61.753,
+      "queue_time_s": 9.272,
+      "execution_time_s": 1.58
+    },
+    {
+      "id": "validate_web_returns",
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+      "started_at": 61.753,
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+      "queue_time_s": 10.846,
+      "execution_time_s": 1.219
+    },
+    {
+      "id": "validate_inventory",
+      "stage": "validate",
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+      "started_at": 62.972,
+      "completed_at": 73.095,
+      "queue_time_s": 12.059,
+      "execution_time_s": 10.123
+    },
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+      "started_at": 64.849,
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+    },
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+      "execution_time_s": 79.45
+    },
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+      "queue_time_s": 0.0,
+      "execution_time_s": 52.016
+    },
+    {
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+      "execution_time_s": 27.722
+    },
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+      "stage": "aggregate",
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+      "execution_time_s": 32.394
+    },
+    {
+      "id": "agg_monthly_category",
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+      "queue_time_s": 0.0,
+      "execution_time_s": 20.371
+    },
+    {
+      "id": "agg_customer_ltv",
+      "stage": "aggregate",
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+      "started_at": 153.608,
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+      "queue_time_s": 0.0,
+      "execution_time_s": 30.04
+    },
+    {
+      "id": "agg_channel_comparison",
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+      "completed_at": 201.742,
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+      "execution_time_s": 27.77
+    },
+    {
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+      "started_at": 183.648,
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+      "queue_time_s": 30.026,
+      "execution_time_s": 25.977
+    },
+    {
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+      "completed_at": 197.265,
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+      "execution_time_s": 11.278
+    },
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+      "queue_time_s": 0.0,
+      "execution_time_s": 7.993
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+      "started_at": 209.633,
+      "completed_at": 225.775,
+      "queue_time_s": 0.0,
+      "execution_time_s": 16.142
+    },
+    {
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+      "started_at": 209.64,
+      "completed_at": 221.79,
+      "queue_time_s": 0.0,
+      "execution_time_s": 12.15
+    },
+    {
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+      "started_at": 217.618,
+      "completed_at": 233.674,
+      "queue_time_s": 7.971,
+      "execution_time_s": 16.056
+    },
+    {
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+      "started_at": 221.79,
+      "completed_at": 233.043,
+      "queue_time_s": 12.136,
+      "execution_time_s": 11.253
+    },
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+      "started_at": 225.775,
+      "completed_at": 232.497,
+      "queue_time_s": 16.115,
+      "execution_time_s": 6.722
+    },
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+      "started_at": 232.497,
+      "completed_at": 249.728,
+      "queue_time_s": 22.831,
+      "execution_time_s": 17.231
+    },
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+      "started_at": 233.043,
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+      "execution_time_s": 9.136
+    },
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+      "started_at": 233.674,
+      "completed_at": 260.921,
+      "queue_time_s": 23.996,
+      "execution_time_s": 27.247
+    },
+    {
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+      "started_at": 242.179,
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+      "queue_time_s": 32.495,
+      "execution_time_s": 17.194
+    },
+    {
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+      "queued_at": 260.921,
+      "started_at": 260.921,
+      "completed_at": 261.265,
+      "queue_time_s": 0.0,
+      "execution_time_s": 0.344
+    }
+  ],
+  "total_wall_clock_s": 261.265
+}
\ No newline at end of file
diff --git a/src/data/tpcds_bench_results/results_sf100/windmill_4x_m6i4xl.json b/src/data/tpcds_bench_results/results_sf100/windmill_4x_m6i4xl.json
new file mode 100644
index 000000000..8b2cc71a0
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf100/windmill_4x_m6i4xl.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "windmill",
+  "timestamp": "2026-04-13T16:26:35+00:00",
+  "tasks": [
+    {
+      "id": "ingest_store_sales",
+      "stage": "ingest",
+      "queued_at": 0.061,
+      "started_at": 0.061,
+      "completed_at": 88.13,
+      "queue_time_s": 0.0,
+      "execution_time_s": 88.069
+    },
+    {
+      "id": "ingest_catalog_sales",
+      "stage": "ingest",
+      "queued_at": 0.066,
+      "started_at": 0.066,
+      "completed_at": 54.489,
+      "queue_time_s": 0.0,
+      "execution_time_s": 54.423
+    },
+    {
+      "id": "ingest_web_sales",
+      "stage": "ingest",
+      "queued_at": 0.07,
+      "started_at": 0.07,
+      "completed_at": 24.612,
+      "queue_time_s": 0.0,
+      "execution_time_s": 24.542
+    },
+    {
+      "id": "ingest_store_returns",
+      "stage": "ingest",
+      "queued_at": 0.075,
+      "started_at": 0.075,
+      "completed_at": 10.653,
+      "queue_time_s": 0.0,
+      "execution_time_s": 10.578
+    },
+    {
+      "id": "ingest_catalog_returns",
+      "stage": "ingest",
+      "queued_at": 0.079,
+      "started_at": 10.653,
+      "completed_at": 18.993,
+      "queue_time_s": 10.574,
+      "execution_time_s": 8.34
+    },
+    {
+      "id": "ingest_web_returns",
+      "stage": "ingest",
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+      "started_at": 18.993,
+      "completed_at": 28.862,
+      "queue_time_s": 18.909,
+      "execution_time_s": 9.869
+    },
+    {
+      "id": "ingest_inventory",
+      "stage": "ingest",
+      "queued_at": 0.088,
+      "started_at": 24.612,
+      "completed_at": 49.51,
+      "queue_time_s": 24.524,
+      "execution_time_s": 24.898
+    },
+    {
+      "id": "ingest_customer",
+      "stage": "ingest",
+      "queued_at": 0.092,
+      "started_at": 28.862,
+      "completed_at": 31.074,
+      "queue_time_s": 28.77,
+      "execution_time_s": 2.212
+    },
+    {
+      "id": "ingest_customer_address",
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+      "execution_time_s": 1.115
+    },
+    {
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+      "started_at": 32.189,
+      "completed_at": 32.894,
+      "queue_time_s": 32.091,
+      "execution_time_s": 0.705
+    },
+    {
+      "id": "ingest_household_demographics",
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+    },
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+      "execution_time_s": 1.402
+    },
+    {
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+      "execution_time_s": 0.482
+    },
+    {
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+      "execution_time_s": 0.555
+    },
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+      "started_at": 35.655,
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+      "queue_time_s": 35.541,
+      "execution_time_s": 0.493
+    },
+    {
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+    },
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+      "execution_time_s": 0.386
+    },
+    {
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+      "execution_time_s": 0.652
+    },
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+      "execution_time_s": 0.385
+    },
+    {
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+    },
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+      "queue_time_s": 36.173,
+      "execution_time_s": 37.156
+    },
+    {
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+      "queue_time_s": 0.0,
+      "execution_time_s": 0.341
+    }
+  ],
+  "total_wall_clock_s": 534.311
+} 
\ No newline at end of file
diff --git a/src/data/tpcds_bench_results/results_sf1000/snowflake_sf1000_large.json b/src/data/tpcds_bench_results/results_sf1000/snowflake_sf1000_large.json
new file mode 100644
index 000000000..ec3e9876e
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf1000/snowflake_sf1000_large.json
@@ -0,0 +1,475 @@
+{
+  "competitor": "snowflake",
+  "timestamp": "2026-04-16T20:27:59.701799+00:00",
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+      "execution_time_s": 87.185
+    },
+    {
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+      "queue_time_s": 1.245,
+      "execution_time_s": 4.867
+    },
+    {
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+      "execution_time_s": 48.496
+    },
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+    },
+    {
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+    },
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+      "execution_time_s": 3.078
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diff --git a/src/data/tpcds_bench_results/results_sf1000/windmill_3x_r6a8xl.json b/src/data/tpcds_bench_results/results_sf1000/windmill_3x_r6a8xl.json
new file mode 100644
index 000000000..ec24bd4b1
--- /dev/null
+++ b/src/data/tpcds_bench_results/results_sf1000/windmill_3x_r6a8xl.json
@@ -0,0 +1,466 @@
+{
+  "competitor": "windmill",
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