diff --git a/dag/operation.go b/dag/operation.go
index ef8b3f6..7915cec 100644
--- a/dag/operation.go
+++ b/dag/operation.go
@@ -152,12 +152,15 @@ func (e *Operation) ValidateFields(c context.Context, payload []byte) (map[strin
 	var data map[string]any
 	err := json.Unmarshal(payload, &data)
 	if err != nil {
-		return nil, err
+		return nil, fmt.Errorf("failed to unmarshal payload: %w", err)
 	}
 	for k, v := range e.Payload.Mapping {
 		_, val := GetVal(c, v, data)
 		if val != nil {
 			keys = append(keys, k)
+		} else {
+			// Log missing mapping
+			fmt.Printf("Warning: Mapping key %s not found for %s\n", k, v)
 		}
 	}
 	for k := range e.Payload.Data {
@@ -165,7 +168,7 @@ func (e *Operation) ValidateFields(c context.Context, payload []byte) (map[strin
 	}
 	for _, k := range e.RequiredFields {
 		if !slices.Contains(keys, k) {
-			return nil, errors.New("Required field doesn't exist")
+			return nil, fmt.Errorf("required field '%s' is missing or could not be mapped", k)
 		}
 	}
 	return data, nil
@@ -232,6 +235,13 @@ func GetVal(c context.Context, v string, data map[string]any) (key string, val a
 		}
 	}
 
+	// Log warning if value is nil and not expected
+	if val == nil && key != "" {
+		// Assuming logger is available, but since it's not in this file, perhaps add a field or use fmt
+		// For now, use fmt.Printf for warning
+		fmt.Printf("Warning: Value not found for key %s in mapping %s\n", key, v)
+	}
+
 	return
 }
 
diff --git a/dag/task_manager.go b/dag/task_manager.go
index 88d9c44..dab9166 100644
--- a/dag/task_manager.go
+++ b/dag/task_manager.go
@@ -4,13 +4,13 @@ import (
 	"context"
 	"fmt"
 	"log"
+	"math/rand" // ...new import for jitter...
 	"strings"
 	"sync"
 	"time"
 
-	"math/rand" // ...new import for jitter...
-
 	"github.com/oarkflow/json"
+
 	"github.com/oarkflow/mq"
 	"github.com/oarkflow/mq/logger"
 	"github.com/oarkflow/mq/storage"
@@ -191,6 +191,80 @@ func (tm *TaskManager) waitForResult() {
 	}
 }
 
+// areDependenciesMet checks if all previous nodes have completed successfully
+func (tm *TaskManager) areDependenciesMet(nodeID string) bool {
+	pureNodeID := strings.Split(nodeID, Delimiter)[0]
+
+	// Get previous nodes
+	prevNodes, err := tm.dag.GetPreviousNodes(pureNodeID)
+	if err != nil {
+		tm.dag.Logger().Error("Error getting previous nodes", logger.Field{Key: "nodeID", Value: nodeID}, logger.Field{Key: "error", Value: err.Error()})
+		return false
+	}
+
+	// For iterator nodes, we need to be more selective about dependencies
+	// Iterator nodes should only depend on nodes that provide data to them,
+	// not on nodes that they create (which would be circular dependencies)
+	node, exists := tm.dag.nodes.Get(pureNodeID)
+	if exists {
+		// Check if this node has any iterator edges (meaning it's an iterator node)
+		hasIteratorEdges := false
+		for _, edge := range node.Edges {
+			if edge.Type == Iterator {
+				hasIteratorEdges = true
+				break
+			}
+		}
+
+		if hasIteratorEdges {
+			// For iterator nodes, only check dependencies from Simple edges
+			// Iterator edges represent outputs, not inputs
+			filteredPrevNodes := make([]*Node, 0)
+			for _, prevNode := range prevNodes {
+				// Check if there's a Simple edge from prevNode to this node
+				hasSimpleEdge := false
+				for _, edge := range prevNode.Edges {
+					if edge.To.ID == pureNodeID && edge.Type == Simple {
+						hasSimpleEdge = true
+						break
+					}
+				}
+				if hasSimpleEdge {
+					filteredPrevNodes = append(filteredPrevNodes, prevNode)
+				}
+			}
+			prevNodes = filteredPrevNodes
+		}
+	}
+
+	// Check if all relevant previous nodes have completed successfully
+	for _, prevNode := range prevNodes {
+		// Check both the pure node ID and the indexed node ID for state
+		state, exists := tm.taskStates.Get(prevNode.ID)
+		if !exists {
+			// Also check if there's a state with an index suffix
+			tm.taskStates.ForEach(func(key string, s *TaskState) bool {
+				if strings.Split(key, Delimiter)[0] == prevNode.ID {
+					state = s
+					exists = true
+					return false // Stop iteration
+				}
+				return true
+			})
+		}
+		if !exists || state.Status != mq.Completed {
+			tm.dag.Logger().Debug("Dependency not met",
+				logger.Field{Key: "nodeID", Value: nodeID},
+				logger.Field{Key: "dependency", Value: prevNode.ID},
+				logger.Field{Key: "stateExists", Value: exists},
+				logger.Field{Key: "stateStatus", Value: string(state.Status)})
+			return false
+		}
+	}
+
+	return true
+}
+
 func (tm *TaskManager) processNode(exec *task) {
 	startTime := time.Now()
 	pureNodeID := strings.Split(exec.nodeID, Delimiter)[0]
@@ -199,6 +273,15 @@ func (tm *TaskManager) processNode(exec *task) {
 		tm.dag.Logger().Error("Node not found", logger.Field{Key: "nodeID", Value: pureNodeID})
 		return
 	}
+
+	// Check if all dependencies are met before processing
+	if !tm.areDependenciesMet(pureNodeID) {
+		tm.dag.Logger().Warn("Dependencies not met for node, deferring", logger.Field{Key: "nodeID", Value: pureNodeID})
+		// Defer the task
+		tm.deferredTasks.Set(exec.taskID, exec)
+		return
+	}
+
 	// Wrap context with timeout if node.Timeout is configured.
 	if node.Timeout > 0 {
 		var cancel context.CancelFunc
@@ -240,11 +323,15 @@ func (tm *TaskManager) processNode(exec *task) {
 					// add jitter to avoid thundering herd
 					jitter := time.Duration(rand.Int63n(int64(tm.baseBackoff)))
 					backoff += jitter
-					log.Printf("Recoverable error on node %s, retrying in %s: %v", exec.nodeID, backoff, result.Error)
+					tm.dag.Logger().Warn("Recoverable error on node, retrying",
+						logger.Field{Key: "nodeID", Value: exec.nodeID},
+						logger.Field{Key: "attempt", Value: attempts},
+						logger.Field{Key: "backoff", Value: backoff.String()},
+						logger.Field{Key: "error", Value: result.Error.Error()})
 					select {
 					case <-time.After(backoff):
 					case <-exec.ctx.Done():
-						log.Printf("Context cancelled for node %s", exec.nodeID)
+						tm.dag.Logger().Warn("Context cancelled for node", logger.Field{Key: "nodeID", Value: exec.nodeID})
 						return
 					}
 					continue
@@ -252,8 +339,13 @@ func (tm *TaskManager) processNode(exec *task) {
 					if err := tm.recoveryHandler(exec.ctx, result); err == nil {
 						result.Error = nil
 						result.Status = mq.Completed
+					} else {
+						result.Error = fmt.Errorf("recovery failed for node %s: %w", exec.nodeID, err)
 					}
 				}
+			} else {
+				// Wrap non-recoverable errors with context
+				result.Error = fmt.Errorf("node %s failed: %w", exec.nodeID, result.Error)
 			}
 		}
 		break
@@ -284,6 +376,7 @@ func (tm *TaskManager) processNode(exec *task) {
 	result.Status = mq.Completed
 	state.Result = result
 	state.Result.Status = mq.Completed
+	state.Status = mq.Completed
 	state.Result.Latency = nodeLatency.String()
 	result.Topic = node.ID
 	tm.updateTimestamps(&result)
diff --git a/examples/dag.go b/examples/dag.go
new file mode 100644
index 0000000..cee5e03
--- /dev/null
+++ b/examples/dag.go
@@ -0,0 +1,122 @@
+package main
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/oarkflow/json"
+
+	"github.com/oarkflow/mq"
+	"github.com/oarkflow/mq/dag"
+	"github.com/oarkflow/mq/examples/tasks"
+)
+
+func subDAG() *dag.DAG {
+	f := dag.NewDAG("Sub DAG", "sub-dag", func(taskID string, result mq.Result) {
+		fmt.Printf("Sub DAG Final result for task %s: %s\n", taskID, string(result.Payload))
+	}, mq.WithSyncMode(true))
+	f.
+		AddNode(dag.Function, "Store data", "store:data", &tasks.StoreData{Operation: dag.Operation{Type: dag.Function}}, true).
+		AddNode(dag.Function, "Send SMS", "send:sms", &tasks.SendSms{Operation: dag.Operation{Type: dag.Function}}).
+		AddNode(dag.Function, "Notification", "notification", &tasks.InAppNotification{Operation: dag.Operation{Type: dag.Function}}).
+		AddEdge(dag.Simple, "Store Payload to send sms", "store:data", "send:sms").
+		AddEdge(dag.Simple, "Store Payload to notification", "send:sms", "notification")
+	return f
+}
+
+func main() {
+	flow := dag.NewDAG("Sample DAG", "sample-dag", func(taskID string, result mq.Result) {
+		fmt.Printf("DAG Final result for task %s: %s\n", taskID, string(result.Payload))
+	})
+	flow.AddNode(dag.Function, "GetData", "GetData", &GetData{}, true)
+	flow.AddNode(dag.Function, "Loop", "Loop", &Loop{})
+	flow.AddNode(dag.Function, "ValidateAge", "ValidateAge", &ValidateAge{})
+	flow.AddNode(dag.Function, "ValidateGender", "ValidateGender", &ValidateGender{})
+	flow.AddNode(dag.Function, "Final", "Final", &Final{})
+	flow.AddDAGNode(dag.Function, "Check", "persistent", subDAG())
+	flow.AddEdge(dag.Simple, "GetData", "GetData", "Loop")
+	flow.AddEdge(dag.Iterator, "Validate age for each item", "Loop", "ValidateAge")
+	flow.AddCondition("ValidateAge", map[string]string{"pass": "ValidateGender", "default": "persistent"})
+	flow.AddEdge(dag.Simple, "Mark as Done", "Loop", "Final")
+
+	// flow.Start(":8080")
+	data := []byte(`[{"age": "15", "gender": "female"}, {"age": "18", "gender": "male"}]`)
+	if flow.Error != nil {
+		panic(flow.Error)
+	}
+
+	rs := flow.Process(context.Background(), data)
+	if rs.Error != nil {
+		panic(rs.Error)
+	}
+	fmt.Println(rs.Status, rs.Topic, string(rs.Payload))
+}
+
+type GetData struct {
+	dag.Operation
+}
+
+func (p *GetData) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	return mq.Result{Ctx: ctx, Payload: task.Payload}
+}
+
+type Loop struct {
+	dag.Operation
+}
+
+func (p *Loop) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	return mq.Result{Ctx: ctx, Payload: task.Payload}
+}
+
+type ValidateAge struct {
+	dag.Operation
+}
+
+func (p *ValidateAge) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data map[string]any
+	if err := json.Unmarshal(task.Payload, &data); err != nil {
+		return mq.Result{Error: fmt.Errorf("ValidateAge Error: %s", err.Error()), Ctx: ctx}
+	}
+	var status string
+	if data["age"] == "18" {
+		status = "pass"
+	} else {
+		status = "default"
+	}
+	updatedPayload, _ := json.Marshal(data)
+	return mq.Result{Payload: updatedPayload, Ctx: ctx, ConditionStatus: status}
+}
+
+type ValidateGender struct {
+	dag.Operation
+}
+
+func (p *ValidateGender) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data map[string]any
+	if err := json.Unmarshal(task.Payload, &data); err != nil {
+		return mq.Result{Error: fmt.Errorf("ValidateGender Error: %s", err.Error()), Ctx: ctx}
+	}
+	data["female_voter"] = data["gender"] == "female"
+	updatedPayload, _ := json.Marshal(data)
+	return mq.Result{Payload: updatedPayload, Ctx: ctx}
+}
+
+type Final struct {
+	dag.Operation
+}
+
+func (p *Final) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data []map[string]any
+	if err := json.Unmarshal(task.Payload, &data); err != nil {
+		return mq.Result{Error: fmt.Errorf("Final Error: %s", err.Error()), Ctx: ctx}
+	}
+	for i, row := range data {
+		row["done"] = true
+		data[i] = row
+	}
+	updatedPayload, err := json.Marshal(data)
+	if err != nil {
+		panic(err)
+	}
+	return mq.Result{Payload: updatedPayload, Ctx: ctx}
+}
diff --git a/examples/form.go b/examples/form.go
new file mode 100644
index 0000000..b63b356
--- /dev/null
+++ b/examples/form.go
@@ -0,0 +1,160 @@
+package main
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/oarkflow/json"
+
+	"github.com/oarkflow/mq/dag"
+
+	"github.com/oarkflow/jet"
+
+	"github.com/oarkflow/mq"
+	"github.com/oarkflow/mq/consts"
+)
+
+func main() {
+	flow := dag.NewDAG("Multi-Step Form", "multi-step-form", func(taskID string, result mq.Result) {
+		fmt.Printf("Final result for task %s: %s\n", taskID, string(result.Payload))
+	})
+	flow.AddNode(dag.Page, "Form Step1", "FormStep1", &FormStep1{})
+	flow.AddNode(dag.Page, "Form Step2", "FormStep2", &FormStep2{})
+	flow.AddNode(dag.Page, "Form Result", "FormResult", &FormResult{})
+
+	// Define edges
+	flow.AddEdge(dag.Simple, "Form Step1", "FormStep1", "FormStep2")
+	flow.AddEdge(dag.Simple, "Form Step2", "FormStep2", "FormResult")
+
+	// Start the flow
+	if flow.Error != nil {
+		panic(flow.Error)
+	}
+	flow.Start(context.Background(), "0.0.0.0:8082")
+}
+
+type FormStep1 struct {
+	dag.Operation
+}
+
+func (p *FormStep1) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	bt := []byte(`
+<html>
+
+<body>
+<form method="post" action="/process?task_id={{task_id}}&next=true">
+    <label>Name:</label>
+    <input type="text" name="name" required>
+    <label>Age:</label>
+    <input type="number" name="age" required>
+    <button type="submit">Next</button>
+</form>
+</body
+</html
+
+`)
+	parser := jet.NewWithMemory(jet.WithDelims("{{", "}}"))
+	rs, err := parser.ParseTemplate(string(bt), map[string]any{
+		"task_id": ctx.Value("task_id"),
+	})
+	if err != nil {
+		fmt.Println("FormStep1", string(task.Payload))
+		return mq.Result{Error: err, Ctx: ctx}
+	}
+	ctx = context.WithValue(ctx, consts.ContentType, consts.TypeHtml)
+	data := map[string]any{
+		"html_content": rs,
+	}
+	bt, _ = json.Marshal(data)
+	return mq.Result{Payload: bt, Ctx: ctx}
+}
+
+type FormStep2 struct {
+	dag.Operation
+}
+
+func (p *FormStep2) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	// Parse input from Step 1
+	var inputData map[string]any
+	if err := json.Unmarshal(task.Payload, &inputData); err != nil {
+		return mq.Result{Error: err, Ctx: ctx}
+	}
+	// Determine dynamic content
+	isEligible := inputData["age"] == "18"
+	inputData["show_voting_controls"] = isEligible
+
+	bt := []byte(`
+<html>
+
+<body>
+<form method="post" action="/process?task_id={{task_id}}&next=true">
+    {{ if show_voting_controls }}
+        <label>Do you want to register to vote?</label>
+        <input type="checkbox" name="register_vote">
+        <button type="submit">Next</button>
+    {{ else }}
+        <p>You are not eligible to vote.</p>
+    {{ end }}
+</form>
+</body>
+</html>
+`)
+	parser := jet.NewWithMemory(jet.WithDelims("{{", "}}"))
+	inputData["task_id"] = ctx.Value("task_id")
+	rs, err := parser.ParseTemplate(string(bt), inputData)
+	if err != nil {
+		fmt.Println("FormStep2", inputData)
+		return mq.Result{Error: err, Ctx: ctx}
+	}
+	ctx = context.WithValue(ctx, consts.ContentType, consts.TypeHtml)
+	inputData["html_content"] = rs
+	bt, _ = json.Marshal(inputData)
+	return mq.Result{Payload: bt, Ctx: ctx}
+}
+
+type FormResult struct {
+	dag.Operation
+}
+
+func (p *FormResult) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	// Load HTML template for results
+	bt := []byte(`
+<html>
+
+<body>
+<h1>Form Summary</h1>
+<p>Name: {{ name }}</p>
+<p>Age: {{ age }}</p>
+{{ if register_vote }}
+    <p>You have registered to vote!</p>
+{{ else }}
+    <p>You did not register to vote.</p>
+{{ end }}
+
+</body>
+</html>
+
+`)
+	var inputData map[string]any
+	if task.Payload != nil {
+		if err := json.Unmarshal(task.Payload, &inputData); err != nil {
+			return mq.Result{Error: err, Ctx: ctx}
+		}
+	}
+	if inputData != nil {
+		if isEligible, ok := inputData["register_vote"].(string); ok {
+			inputData["register_vote"] = isEligible
+		} else {
+			inputData["register_vote"] = false
+		}
+	}
+	parser := jet.NewWithMemory(jet.WithDelims("{{", "}}"))
+	rs, err := parser.ParseTemplate(string(bt), inputData)
+	if err != nil {
+		return mq.Result{Error: err, Ctx: ctx}
+	}
+	ctx = context.WithValue(ctx, consts.ContentType, consts.TypeHtml)
+	inputData["html_content"] = rs
+	bt, _ = json.Marshal(inputData)
+	return mq.Result{Payload: bt, Ctx: ctx}
+}
diff --git a/examples/tasks/operations.go b/examples/tasks/operations.go
new file mode 100644
index 0000000..9f1513e
--- /dev/null
+++ b/examples/tasks/operations.go
@@ -0,0 +1,135 @@
+package tasks
+
+import (
+	"context"
+
+	"github.com/oarkflow/json"
+
+	v2 "github.com/oarkflow/mq/dag"
+
+	"github.com/oarkflow/mq"
+)
+
+type GetData struct {
+	v2.Operation
+}
+
+func (e *GetData) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	return mq.Result{Payload: task.Payload, Ctx: ctx}
+}
+
+type Loop struct {
+	v2.Operation
+}
+
+func (e *Loop) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	return mq.Result{Payload: task.Payload, Ctx: ctx}
+}
+
+type Condition struct {
+	v2.Operation
+}
+
+func (e *Condition) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data map[string]any
+	err := json.Unmarshal(task.Payload, &data)
+	if err != nil {
+		panic(err)
+	}
+	switch email := data["email"].(type) {
+	case string:
+		if email == "abc.xyz@gmail.com" {
+			return mq.Result{Payload: task.Payload, ConditionStatus: "pass", Ctx: ctx}
+		}
+		return mq.Result{Payload: task.Payload, ConditionStatus: "fail", Ctx: ctx}
+	default:
+		return mq.Result{Payload: task.Payload, ConditionStatus: "fail", Ctx: ctx}
+	}
+}
+
+type PrepareEmail struct {
+	v2.Operation
+}
+
+func (e *PrepareEmail) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data map[string]any
+	err := json.Unmarshal(task.Payload, &data)
+	if err != nil {
+		panic(err)
+	}
+	data["email_valid"] = true
+	d, _ := json.Marshal(data)
+	return mq.Result{Payload: d, Ctx: ctx}
+}
+
+type EmailDelivery struct {
+	v2.Operation
+}
+
+func (e *EmailDelivery) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data map[string]any
+	err := json.Unmarshal(task.Payload, &data)
+	if err != nil {
+		panic(err)
+	}
+	data["email_sent"] = true
+	d, _ := json.Marshal(data)
+	return mq.Result{Payload: d, Ctx: ctx}
+}
+
+type SendSms struct {
+	v2.Operation
+}
+
+func (e *SendSms) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data map[string]any
+	err := json.Unmarshal(task.Payload, &data)
+	if err != nil {
+		panic(err)
+	}
+	data["sms_sent"] = true
+	d, _ := json.Marshal(data)
+	return mq.Result{Payload: d, Ctx: ctx}
+}
+
+type StoreData struct {
+	v2.Operation
+}
+
+func (e *StoreData) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data map[string]any
+	err := json.Unmarshal(task.Payload, &data)
+	if err != nil {
+		panic(err)
+	}
+	data["stored"] = true
+	d, _ := json.Marshal(data)
+	return mq.Result{Payload: d, Ctx: ctx}
+}
+
+type InAppNotification struct {
+	v2.Operation
+}
+
+func (e *InAppNotification) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	var data map[string]any
+	err := json.Unmarshal(task.Payload, &data)
+	if err != nil {
+		panic(err)
+	}
+	data["notified"] = true
+	d, _ := json.Marshal(data)
+	return mq.Result{Payload: d, Ctx: ctx}
+}
+
+type Final struct {
+	v2.Operation
+}
+
+func (e *Final) ProcessTask(ctx context.Context, task *mq.Task) mq.Result {
+	rs := map[string]any{
+		"html_content": `<strong>Processed successfully!</strong>`,
+	}
+	bt, _ := json.Marshal(rs)
+	return mq.Result{Payload: bt, Ctx: ctx}
+}
diff --git a/examples/tasks/scheduler.go b/examples/tasks/scheduler.go
new file mode 100644
index 0000000..f913926
--- /dev/null
+++ b/examples/tasks/scheduler.go
@@ -0,0 +1,20 @@
+package tasks
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/oarkflow/mq"
+)
+
+func SchedulerHandler(ctx context.Context, task *mq.Task) mq.Result {
+	fmt.Printf("Processing task: %s\n", task.ID)
+	return mq.Result{Error: nil}
+}
+
+func SchedulerCallback(ctx context.Context, result mq.Result) error {
+	if result.Error != nil {
+		fmt.Println("Task failed!", result.Error.Error())
+	}
+	return nil
+}
diff --git a/examples/tasks/tasks.go b/examples/tasks/tasks.go
new file mode 100644
index 0000000..aac868f
--- /dev/null
+++ b/examples/tasks/tasks.go
@@ -0,0 +1,110 @@
+package tasks
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"github.com/oarkflow/json"
+
+	v2 "github.com/oarkflow/mq/dag"
+
+	"github.com/oarkflow/mq"
+)
+
+type Node1 struct{ v2.Operation }
+
+func (t *Node1) ProcessTask(_ context.Context, task *mq.Task) mq.Result {
+	fmt.Println("Node 1", string(task.Payload))
+	return mq.Result{Payload: task.Payload, TaskID: task.ID}
+}
+
+type Node2 struct{ v2.Operation }
+
+func (t *Node2) ProcessTask(_ context.Context, task *mq.Task) mq.Result {
+	fmt.Println("Node 2", string(task.Payload))
+	return mq.Result{Payload: task.Payload, TaskID: task.ID}
+}
+
+type Node3 struct{ v2.Operation }
+
+func (t *Node3) ProcessTask(_ context.Context, task *mq.Task) mq.Result {
+	var user map[string]any
+	fmt.Println(string(task.Payload))
+	err := json.Unmarshal(task.Payload, &user)
+	if err != nil {
+		panic(err)
+	}
+	age := int(user["age"].(float64))
+	status := "FAIL"
+	if age > 20 {
+		status = "PASS"
+	}
+	user["status"] = status
+	resultPayload, _ := json.Marshal(user)
+	return mq.Result{Payload: resultPayload, ConditionStatus: status}
+}
+
+type Node4 struct{ v2.Operation }
+
+func (t *Node4) ProcessTask(_ context.Context, task *mq.Task) mq.Result {
+	var user map[string]any
+	_ = json.Unmarshal(task.Payload, &user)
+	user["node"] = "D"
+	resultPayload, _ := json.Marshal(user)
+	return mq.Result{Payload: resultPayload}
+}
+
+type Node5 struct{ v2.Operation }
+
+func (t *Node5) ProcessTask(_ context.Context, task *mq.Task) mq.Result {
+	var user map[string]any
+	_ = json.Unmarshal(task.Payload, &user)
+	user["node"] = "E"
+	resultPayload, _ := json.Marshal(user)
+	return mq.Result{Payload: resultPayload}
+}
+
+type Node6 struct{ v2.Operation }
+
+func (t *Node6) ProcessTask(_ context.Context, task *mq.Task) mq.Result {
+	var user map[string]any
+	_ = json.Unmarshal(task.Payload, &user)
+	resultPayload, _ := json.Marshal(map[string]any{"storage": user})
+	return mq.Result{Payload: resultPayload}
+}
+
+type Node7 struct{ v2.Operation }
+
+func (t *Node7) ProcessTask(_ context.Context, task *mq.Task) mq.Result {
+	var user map[string]any
+	_ = json.Unmarshal(task.Payload, &user)
+	user["node"] = "G"
+	resultPayload, _ := json.Marshal(user)
+	return mq.Result{Payload: resultPayload}
+}
+
+type Node8 struct{ v2.Operation }
+
+func (t *Node8) ProcessTask(_ context.Context, task *mq.Task) mq.Result {
+	var user map[string]any
+	_ = json.Unmarshal(task.Payload, &user)
+	user["node"] = "H"
+	resultPayload, _ := json.Marshal(user)
+	return mq.Result{Payload: resultPayload}
+}
+
+func Callback(_ context.Context, task mq.Result) mq.Result {
+	fmt.Println("Received task", task.TaskID, "Payload", string(task.Payload), task.Error, task.Topic)
+	return mq.Result{}
+}
+
+func NotifyResponse(_ context.Context, result mq.Result) error {
+	log.Printf("DAG - FINAL_RESPONSE ~> TaskID: %s, Payload: %s, Topic: %s, Error: %v, Latency: %s", result.TaskID, result.Payload, result.Topic, result.Error, result.Latency)
+	return nil
+}
+
+func NotifySubDAGResponse(_ context.Context, result mq.Result) error {
+	log.Printf("SUB DAG - FINAL_RESPONSE ~> TaskID: %s, Payload: %s, Topic: %s, Error: %v, Latency: %s", result.TaskID, result.Payload, result.Topic, result.Error, result.Latency)
+	return nil
+}
diff --git a/handlers/data_handler.go b/handlers/data_handler.go
index f5b61e3..60823e7 100644
--- a/handlers/data_handler.go
+++ b/handlers/data_handler.go
@@ -736,6 +736,6 @@ func (h *DataHandler) getUnpivotFields() []string {
 
 func NewDataHandler(id string) *DataHandler {
 	return &DataHandler{
-		Operation: dag.Operation{ID: id, Key: "data", Type: dag.Function, Tags: []string{"data", "transformation", "misc"}},
+		Operation: dag.Operation{ID: id, Key: "data:transform", Type: dag.Function, Tags: []string{"data", "transformation", "misc"}},
 	}
 }
diff --git a/handlers/init.go b/handlers/init.go
index ea5954a..c9b3561 100644
--- a/handlers/init.go
+++ b/handlers/init.go
@@ -6,10 +6,21 @@ import (
 )
 
 func Init() {
+	// Basic handlers
 	dag.AddHandler("start", func(id string) mq.Processor { return NewStartHandler(id) })
 	dag.AddHandler("loop", func(id string) mq.Processor { return NewLoop(id) })
 	dag.AddHandler("condition", func(id string) mq.Processor { return NewCondition(id) })
 	dag.AddHandler("print", func(id string) mq.Processor { return NewPrintHandler(id) })
 	dag.AddHandler("render", func(id string) mq.Processor { return NewRenderHTMLNode(id) })
 	dag.AddHandler("log", func(id string) mq.Processor { return NewLogHandler(id) })
+
+	// Data transformation handlers
+	dag.AddHandler("data:transform", func(id string) mq.Processor { return NewDataHandler(id) })
+	dag.AddHandler("field", func(id string) mq.Processor { return NewFieldHandler(id) })
+	dag.AddHandler("format", func(id string) mq.Processor { return NewFormatHandler(id) })
+	dag.AddHandler("group", func(id string) mq.Processor { return NewGroupHandler(id) })
+	dag.AddHandler("flatten", func(id string) mq.Processor { return NewFlattenHandler(id) })
+	dag.AddHandler("output", func(id string) mq.Processor { return NewOutputHandler(id) })
+	dag.AddHandler("split", func(id string) mq.Processor { return NewSplitHandler(id) })
+	dag.AddHandler("join", func(id string) mq.Processor { return NewJoinHandler(id) })
 }