diff --git a/cmd/picoclaw/internal/gateway/helpers.go b/cmd/picoclaw/internal/gateway/helpers.go
index 353883f1d..ae9db8132 100644
--- a/cmd/picoclaw/internal/gateway/helpers.go
+++ b/cmd/picoclaw/internal/gateway/helpers.go
@@ -30,6 +30,7 @@ import (
 	"jane/pkg/config"
 	"jane/pkg/cron"
 	"jane/pkg/devices"
+	"jane/pkg/etl"
 	"jane/pkg/health"
 	"jane/pkg/heartbeat"
 	"jane/pkg/logger"
@@ -191,6 +192,11 @@ func gatewayCmd(debug bool) error {
 	resourceTracker.Start(ctx)
 	fmt.Println("✓ Resource tracker started")
 
+	// Start ETL Pipeline for Ultimate Visibility
+	etlPipeline := etl.NewPipeline(cfg.WorkspacePath(), 1*time.Minute)
+	etlPipeline.Start(ctx)
+	fmt.Println("✓ ETL Pipeline started")
+
 	if err := channelManager.StartAll(ctx); err != nil {
 		fmt.Printf("Error starting channels: %v\n", err)
 		return err
@@ -221,6 +227,7 @@ func gatewayCmd(debug bool) error {
 	heartbeatService.Stop()
 	cronService.Stop()
 	resourceTracker.Stop()
+	etlPipeline.Stop()
 	mediaStore.Stop()
 	agentLoop.Stop()
 	agentLoop.Close()
diff --git a/docs/ETL_PROPOSAL.md b/docs/ETL_FRAMEWORK.md
similarity index 100%
rename from docs/ETL_PROPOSAL.md
rename to docs/ETL_FRAMEWORK.md
diff --git a/pkg/etl/pipeline.go b/pkg/etl/pipeline.go
new file mode 100644
index 000000000..e46e17515
--- /dev/null
+++ b/pkg/etl/pipeline.go
@@ -0,0 +1,111 @@
+package etl
+
+import (
+	"context"
+	"encoding/json"
+	"os"
+	"path/filepath"
+	"runtime"
+	"sync"
+	"time"
+
+	"jane/pkg/logger"
+)
+
+// Pipeline manages the ETL process for Ultimate Visibility metrics
+type Pipeline struct {
+	workspacePath string
+	interval      time.Duration
+	stopCh        chan struct{}
+	stopOnce      sync.Once
+}
+
+// SystemMetrics represents the extracted system KPIs
+type SystemMetrics struct {
+	Timestamp       time.Time `json:"timestamp"`
+	Goroutines      int       `json:"goroutines"`
+	MemoryAllocMB   float64   `json:"memory_alloc_mb"`
+	MemoryTotalMB   float64   `json:"memory_total_mb"`
+	MemorySysMB     float64   `json:"memory_sys_mb"`
+	NumGC           uint32    `json:"num_gc"`
+}
+
+// NewPipeline creates a new ETL pipeline
+func NewPipeline(workspacePath string, interval time.Duration) *Pipeline {
+	if interval == 0 {
+		interval = 1 * time.Minute
+	}
+	return &Pipeline{
+		workspacePath: workspacePath,
+		interval:      interval,
+		stopCh:        make(chan struct{}),
+	}
+}
+
+// Start begins the ETL extraction loop
+func (p *Pipeline) Start(ctx context.Context) {
+	ticker := time.NewTicker(p.interval)
+
+	// Ensure log directory exists
+	logDir := filepath.Join(p.workspacePath, "logs", "etl")
+	if err := os.MkdirAll(logDir, 0755); err != nil {
+		logger.ErrorCF("ETL", "Failed to create ETL log directory", map[string]any{"error": err.Error()})
+		return
+	}
+
+	go func() {
+		defer ticker.Stop()
+		for {
+			select {
+			case <-ctx.Done():
+				return
+			case <-p.stopCh:
+				return
+			case <-ticker.C:
+				p.extractAndLoad()
+			}
+		}
+	}()
+	logger.InfoCF("ETL", "Pipeline started", map[string]any{"interval": p.interval.String()})
+}
+
+// Stop halts the ETL pipeline
+func (p *Pipeline) Stop() {
+	p.stopOnce.Do(func() {
+		close(p.stopCh)
+	})
+}
+
+func (p *Pipeline) extractAndLoad() {
+	var m runtime.MemStats
+	runtime.ReadMemStats(&m)
+
+	metrics := SystemMetrics{
+		Timestamp:     time.Now().UTC(),
+		Goroutines:    runtime.NumGoroutine(),
+		MemoryAllocMB: float64(m.Alloc) / 1024 / 1024,
+		MemoryTotalMB: float64(m.TotalAlloc) / 1024 / 1024,
+		MemorySysMB:   float64(m.Sys) / 1024 / 1024,
+		NumGC:         m.NumGC,
+	}
+
+	// Transform (JSON serialization)
+	data, err := json.Marshal(metrics)
+	if err != nil {
+		logger.ErrorCF("ETL", "Failed to marshal metrics", map[string]any{"error": err.Error()})
+		return
+	}
+
+	// Load (Write to JSONL file)
+	logFile := filepath.Join(p.workspacePath, "logs", "etl", "system_metrics.jsonl")
+	f, err := os.OpenFile(logFile, os.O_APPEND|os.O_CREATE|os.O_WRONLY, 0644)
+	if err != nil {
+		logger.ErrorCF("ETL", "Failed to open metrics file", map[string]any{"error": err.Error()})
+		return
+	}
+	defer f.Close()
+
+	if _, err := f.Write(append(data, '\n')); err != nil {
+		logger.ErrorCF("ETL", "Failed to write metrics", map[string]any{"error": err.Error()})
+	}
+}