diff --git a/pkg/query-service/app/logparsingpipeline/pipelineBuilder.go b/pkg/query-service/app/logparsingpipeline/pipelineBuilder.go
index 56889ef827ff..29fa4cd3f891 100644
--- a/pkg/query-service/app/logparsingpipeline/pipelineBuilder.go
+++ b/pkg/query-service/app/logparsingpipeline/pipelineBuilder.go
@@ -2,8 +2,12 @@ package logparsingpipeline
 
 import (
 	"fmt"
+	"slices"
 	"strings"
 
+	"github.com/antonmedv/expr"
+	"github.com/antonmedv/expr/ast"
+	"github.com/antonmedv/expr/parser"
 	"github.com/pkg/errors"
 	"go.signoz.io/signoz/pkg/query-service/constants"
 	"go.signoz.io/signoz/pkg/query-service/queryBuilderToExpr"
@@ -81,12 +85,16 @@ func getOperators(ops []PipelineOperator) ([]PipelineOperator, error) {
 			}
 
 			if operator.Type == "regex_parser" {
-				parseFromParts := strings.Split(operator.ParseFrom, ".")
-				parseFromPath := strings.Join(parseFromParts, "?.")
+				parseFromNotNilCheck, err := fieldNotNilCheck(operator.ParseFrom)
+				if err != nil {
+					return nil, fmt.Errorf(
+						"couldn't generate nil check for parseFrom of regex op %s: %w", operator.Name, err,
+					)
+				}
 				operator.If = fmt.Sprintf(
-					`%s != nil && %s matches "%s"`,
-					parseFromPath,
-					parseFromPath,
+					`%s && %s matches "%s"`,
+					parseFromNotNilCheck,
+					operator.ParseFrom,
 					strings.ReplaceAll(
 						strings.ReplaceAll(operator.Regex, `\`, `\\`),
 						`"`, `\"`,
@@ -94,37 +102,71 @@ func getOperators(ops []PipelineOperator) ([]PipelineOperator, error) {
 				)
 
 			} else if operator.Type == "json_parser" {
-				parseFromParts := strings.Split(operator.ParseFrom, ".")
-				parseFromPath := strings.Join(parseFromParts, "?.")
-				operator.If = fmt.Sprintf(`%s != nil && %s matches "^\\s*{.*}\\s*$"`, parseFromPath, parseFromPath)
+				parseFromNotNilCheck, err := fieldNotNilCheck(operator.ParseFrom)
+				if err != nil {
+					return nil, fmt.Errorf(
+						"couldn't generate nil check for parseFrom of json parser op %s: %w", operator.Name, err,
+					)
+				}
+				operator.If = fmt.Sprintf(
+					`%s && %s matches "^\\s*{.*}\\s*$"`, parseFromNotNilCheck, operator.ParseFrom,
+				)
+
+			} else if operator.Type == "add" {
+				if strings.HasPrefix(operator.Value, "EXPR(") && strings.HasSuffix(operator.Value, ")") {
+					expression := strings.TrimSuffix(strings.TrimPrefix(operator.Value, "EXPR("), ")")
+					fieldsNotNilCheck, err := fieldsReferencedInExprNotNilCheck(expression)
+					if err != nil {
+						return nil, fmt.Errorf(
+							"could'nt generate nil check for fields referenced in value expr of add operator %s: %w",
+							operator.Name, err,
+						)
+					}
+					if fieldsNotNilCheck != "" {
+						operator.If = fieldsNotNilCheck
+					}
+				}
 
 			} else if operator.Type == "move" || operator.Type == "copy" {
-				fromParts := strings.Split(operator.From, ".")
-				fromPath := strings.Join(fromParts, "?.")
-				operator.If = fmt.Sprintf(`%s != nil`, fromPath)
+				fromNotNilCheck, err := fieldNotNilCheck(operator.From)
+				if err != nil {
+					return nil, fmt.Errorf(
+						"couldn't generate nil check for From field of %s op %s: %w", operator.Type, operator.Name, err,
+					)
+				}
+				operator.If = fromNotNilCheck
 
 			} else if operator.Type == "remove" {
-				fieldParts := strings.Split(operator.Field, ".")
-				fieldPath := strings.Join(fieldParts, "?.")
-				operator.If = fmt.Sprintf(`%s != nil`, fieldPath)
+				fieldNotNilCheck, err := fieldNotNilCheck(operator.Field)
+				if err != nil {
+					return nil, fmt.Errorf(
+						"couldn't generate nil check for field to be removed by op %s: %w", operator.Name, err,
+					)
+				}
+				operator.If = fieldNotNilCheck
 
 			} else if operator.Type == "trace_parser" {
 				cleanTraceParser(&operator)
 
 			} else if operator.Type == "time_parser" {
-				parseFromParts := strings.Split(operator.ParseFrom, ".")
-				parseFromPath := strings.Join(parseFromParts, "?.")
-
-				operator.If = fmt.Sprintf(`%s != nil`, parseFromPath)
+				parseFromNotNilCheck, err := fieldNotNilCheck(operator.ParseFrom)
+				if err != nil {
+					return nil, fmt.Errorf(
+						"couldn't generate nil check for parseFrom of time parser op %s: %w", operator.Name, err,
+					)
+				}
+				operator.If = parseFromNotNilCheck
 
 				if operator.LayoutType == "strptime" {
 					regex, err := RegexForStrptimeLayout(operator.Layout)
 					if err != nil {
-						return nil, fmt.Errorf("could not generate time_parser processor: %w", err)
+						return nil, fmt.Errorf(
+							"couldn't generate layout regex for time_parser %s: %w", operator.Name, err,
+						)
 					}
 
 					operator.If = fmt.Sprintf(
-						`%s && %s matches "%s"`, operator.If, parseFromPath, regex,
+						`%s && %s matches "%s"`, operator.If, operator.ParseFrom, regex,
 					)
 				} else if operator.LayoutType == "epoch" {
 					valueRegex := `^\\s*[0-9]+\\s*$`
@@ -133,19 +175,22 @@ func getOperators(ops []PipelineOperator) ([]PipelineOperator, error) {
 					}
 
 					operator.If = fmt.Sprintf(
-						`%s && string(%s) matches "%s"`, operator.If, parseFromPath, valueRegex,
+						`%s && string(%s) matches "%s"`, operator.If, operator.ParseFrom, valueRegex,
 					)
 
 				}
 				// TODO(Raj): Maybe add support for gotime too eventually
 
 			} else if operator.Type == "severity_parser" {
-				parseFromParts := strings.Split(operator.ParseFrom, ".")
-				parseFromPath := strings.Join(parseFromParts, "?.")
-
+				parseFromNotNilCheck, err := fieldNotNilCheck(operator.ParseFrom)
+				if err != nil {
+					return nil, fmt.Errorf(
+						"couldn't generate nil check for parseFrom of severity parser %s: %w", operator.Name, err,
+					)
+				}
 				operator.If = fmt.Sprintf(
-					`%s != nil && ( type(%s) == "string" || ( type(%s) in ["int", "float"] && %s == float(int(%s)) ) )`,
-					parseFromPath, parseFromPath, parseFromPath, parseFromPath, parseFromPath,
+					`%s && ( type(%s) == "string" || ( type(%s) in ["int", "float"] && %s == float(int(%s)) ) )`,
+					parseFromNotNilCheck, operator.ParseFrom, operator.ParseFrom, operator.ParseFrom, operator.ParseFrom,
 				)
 
 			}
@@ -169,3 +214,151 @@ func cleanTraceParser(operator *PipelineOperator) {
 		operator.TraceFlags = nil
 	}
 }
+
+// Generates an expression checking that `fieldPath` has a non-nil value in a log record.
+func fieldNotNilCheck(fieldPath string) (string, error) {
+	_, err := expr.Compile(fieldPath)
+	if err != nil {
+		return "", fmt.Errorf("invalid fieldPath %s: %w", fieldPath, err)
+	}
+
+	// helper for turning `.` into `?.` in field paths.
+	// Eg: a.b?.c.d -> a?.b?.c?.d
+	optionalChainedPath := func(path string) string {
+		return strings.ReplaceAll(
+			strings.ReplaceAll(path, "?.", "."), ".", "?.",
+		)
+	}
+
+	// Optional chaining before membership ops is not supported by expr.
+	// Eg: The field `attributes.test["a.b"].value["c.d"].e` can't be checked using
+	// the nil check `attributes.test?.["a.b"]?.value?.["c.d"]?.e != nil`
+	// This needs to be worked around by checking that the target of membership op is not nil first.
+	// Eg: attributes.test != nil && attributes.test["a.b"]?.value != nil && attributes.test["a.b"].value["c.d"]?.e != nil
+
+	// Split once from the right to include the rightmost membership op and everything after it.
+	// Eg: `attributes.test["a.b"].value["c.d"].e` would result in `attributes.test["a.b"].value` and `["c.d"].e`
+	parts := rSplitAfterN(fieldPath, "[", 2)
+	if len(parts) < 2 {
+		// there is no [] access in fieldPath
+		return fmt.Sprintf("%s != nil", optionalChainedPath(fieldPath)), nil
+	}
+
+	// recursively generate nil check for target of the rightmost membership op (attributes.test["a.b"].value)
+	// should come out to be (attributes.test != nil && attributes.test["a.b"]?.value != nil)
+	collectionNotNilCheck, err := fieldNotNilCheck(parts[0])
+	if err != nil {
+		return "", fmt.Errorf("couldn't generate nil check for %s: %w", parts[0], err)
+	}
+
+	// generate nil check for entire path.
+	suffixParts := strings.SplitAfter(parts[1], "]") // ["c.d"], ".e"
+	fullPath := parts[0] + suffixParts[0]
+	if len(suffixParts) > 1 {
+		// attributes.test["a.b"].value["c.d"]?.e
+		fullPath += optionalChainedPath(suffixParts[1])
+	}
+	fullPathCheck := fmt.Sprintf("%s != nil", fullPath)
+
+	// If the membership op is for array/slice indexing, add check ensuring array is long enough
+	// attributes.test[3] -> len(attributes.test) > 3 && attributes.test[3] != nil
+	if !(strings.Contains(suffixParts[0], "'") || strings.Contains(suffixParts[0], `"`)) {
+		fullPathCheck = fmt.Sprintf(
+			"len(%s) > %s && %s",
+			parts[0], suffixParts[0][1:len(suffixParts[0])-1], fullPathCheck,
+		)
+	}
+
+	// If prefix is `attributes` or `resource` there is no need to add a nil check for
+	// the prefix since all log records have non nil `attributes` and `resource` fields.
+	if slices.Contains([]string{"attributes", "resource"}, parts[0]) {
+		return fullPathCheck, nil
+	}
+
+	return fmt.Sprintf("%s && %s", collectionNotNilCheck, fullPathCheck), nil
+}
+
+// Split `str` after `sep` from the right to create up to `n` parts.
+// rSplitAfterN("a.b.c.d", ".", 3) -> ["a.b", ".c", ".d"]
+func rSplitAfterN(str string, sep string, n int) []string {
+	reversedStr := reverseString(str)
+	parts := strings.SplitAfterN(reversedStr, sep, n)
+	slices.Reverse(parts)
+	result := []string{}
+	for _, p := range parts {
+		result = append(result, reverseString(p))
+	}
+	return result
+}
+
+func reverseString(s string) string {
+	r := []rune(s)
+	for i := 0; i < len(r)/2; i++ {
+		j := len(s) - 1 - i
+		r[i], r[j] = r[j], r[i]
+	}
+	return string(r)
+}
+
+// Generate expression for checking that all fields referenced in `expr` have a non nil value in log record.
+// Eg: `attributes.x + len(resource.y)` will return the expression `attributes.x != nil && resource.y != nil`
+func fieldsReferencedInExprNotNilCheck(expr string) (string, error) {
+	referencedFields, err := logFieldsReferencedInExpr(expr)
+	if err != nil {
+		return "", fmt.Errorf("couldn't extract log fields referenced in expr %s: %w", expr, err)
+	}
+
+	// Generating nil check for deepest fields takes care of their prefixes too.
+	// Eg: `attributes.test.value + len(attributes.test)` needs a nil check only for `attributes.test.value`
+	deepestFieldRefs := []string{}
+	for _, field := range referencedFields {
+		isPrefixOfAnotherReferencedField := slices.ContainsFunc(
+			referencedFields, func(e string) bool {
+				return len(e) > len(field) && strings.HasPrefix(e, field)
+			},
+		)
+		if !isPrefixOfAnotherReferencedField {
+			deepestFieldRefs = append(deepestFieldRefs, field)
+		}
+	}
+
+	fieldExprChecks := []string{}
+	for _, field := range deepestFieldRefs {
+		checkExpr, err := fieldNotNilCheck(field)
+		if err != nil {
+			return "", fmt.Errorf("could not create nil check for %s: %w", field, err)
+		}
+		fieldExprChecks = append(fieldExprChecks, fmt.Sprintf("(%s)", checkExpr))
+	}
+
+	return strings.Join(fieldExprChecks, " && "), nil
+}
+
+// Expr AST visitor for extracting referenced log fields
+// See more at https://github.com/expr-lang/expr/blob/master/ast/visitor.go
+type logFieldsInExprExtractor struct {
+	referencedFields []string
+}
+
+func (v *logFieldsInExprExtractor) Visit(node *ast.Node) {
+	if n, ok := (*node).(*ast.MemberNode); ok {
+		memberRef := n.String()
+		if strings.HasPrefix(memberRef, "attributes") || strings.HasPrefix(memberRef, "resource") {
+			v.referencedFields = append(v.referencedFields, memberRef)
+		}
+	}
+}
+
+func logFieldsReferencedInExpr(expr string) ([]string, error) {
+	// parse abstract syntax tree for expr
+	exprAst, err := parser.Parse(expr)
+	if err != nil {
+		return nil, fmt.Errorf("could not parse expr: %w", err)
+	}
+
+	// walk ast for expr to collect all member references.
+	v := &logFieldsInExprExtractor{}
+	ast.Walk(&exprAst.Node, v)
+
+	return v.referencedFields, nil
+}
diff --git a/pkg/query-service/app/logparsingpipeline/pipelineBuilder_test.go b/pkg/query-service/app/logparsingpipeline/pipelineBuilder_test.go
index 2eeffaed2ff4..222eb4f9e01f 100644
--- a/pkg/query-service/app/logparsingpipeline/pipelineBuilder_test.go
+++ b/pkg/query-service/app/logparsingpipeline/pipelineBuilder_test.go
@@ -608,6 +608,104 @@ func TestAttributePathsContainingDollarDoNotBreakCollector(t *testing.T) {
 	require.Equal("test", result[0].Attributes_string["$test1"])
 }
 
+func TestMembershipOpInProcessorFieldExpressions(t *testing.T) {
+	require := require.New(t)
+
+	testLogs := []model.SignozLog{
+		makeTestSignozLog("test log", map[string]interface{}{
+			"http.method":    "GET",
+			"order.products": `{"ids": ["pid0", "pid1"]}`,
+		}),
+	}
+
+	testPipeline := Pipeline{
+		OrderId: 1,
+		Name:    "pipeline1",
+		Alias:   "pipeline1",
+		Enabled: true,
+		Filter: &v3.FilterSet{
+			Operator: "AND",
+			Items: []v3.FilterItem{
+				{
+					Key: v3.AttributeKey{
+						Key:      "http.method",
+						DataType: v3.AttributeKeyDataTypeString,
+						Type:     v3.AttributeKeyTypeTag,
+					},
+					Operator: "=",
+					Value:    "GET",
+				},
+			},
+		},
+		Config: []PipelineOperator{
+			{
+				ID:      "move",
+				Type:    "move",
+				Enabled: true,
+				Name:    "move",
+				From:    `attributes["http.method"]`,
+				To:      `attributes["test.http.method"]`,
+			}, {
+				ID:        "json",
+				Type:      "json_parser",
+				Enabled:   true,
+				Name:      "json",
+				ParseFrom: `attributes["order.products"]`,
+				ParseTo:   `attributes["order.products"]`,
+			}, {
+				ID:      "move1",
+				Type:    "move",
+				Enabled: true,
+				Name:    "move1",
+				From:    `attributes["order.products"].ids`,
+				To:      `attributes["order.product_ids"]`,
+			}, {
+				ID:      "move2",
+				Type:    "move",
+				Enabled: true,
+				Name:    "move2",
+				From:    `attributes.test?.doesnt_exist`,
+				To:      `attributes["test.doesnt_exist"]`,
+			}, {
+				ID:      "add",
+				Type:    "add",
+				Enabled: true,
+				Name:    "add",
+				Field:   `attributes["order.pids"].missing_field`,
+				Value:   `EXPR(attributes.a["b.c"].d[4].e + resource.f)`,
+			}, {
+				ID:      "add2",
+				Type:    "add",
+				Enabled: true,
+				Name:    "add2",
+				Field:   `attributes["order.pids.pid0"]`,
+				Value:   `EXPR(attributes["order.product_ids"][0])`,
+			}, {
+				ID:      "add3",
+				Type:    "add",
+				Enabled: true,
+				Name:    "add3",
+				Field:   `attributes["attrs.test.value"]`,
+				Value:   `EXPR(attributes.test?.value)`,
+			},
+		},
+	}
+
+	result, collectorWarnAndErrorLogs, err := SimulatePipelinesProcessing(
+		context.Background(),
+		[]Pipeline{testPipeline},
+		testLogs,
+	)
+	require.Nil(err)
+	require.Equal(0, len(collectorWarnAndErrorLogs), strings.Join(collectorWarnAndErrorLogs, "\n"))
+	require.Equal(1, len(result))
+
+	_, methodAttrExists := result[0].Attributes_string["http.method"]
+	require.False(methodAttrExists)
+	require.Equal("GET", result[0].Attributes_string["test.http.method"])
+	require.Equal("pid0", result[0].Attributes_string["order.pids.pid0"])
+}
+
 func TestTemporaryWorkaroundForSupportingAttribsContainingDots(t *testing.T) {
 	// TODO(Raj): Remove this after dots are supported