diff --git a/Makefile b/Makefile
index f12dda0d..f441dd38 100644
--- a/Makefile
+++ b/Makefile
@@ -7,7 +7,7 @@ COVERFILE="/tmp/columbus.coverprofile"
 all: build
 
 build:
-	go build -ldflags "-X main.Version=${VERSION}" ${NAME}
+	go build -ldflags "-X cmd.Version=${VERSION}" ${NAME}
 
 clean:
 	rm -rf columbus dist/
diff --git a/api/routes.go b/api/routes.go
index edae9f2f..6c095d53 100644
--- a/api/routes.go
+++ b/api/routes.go
@@ -29,6 +29,11 @@ func RegisterRoutes(router *mux.Router, config Config) {
 		config.TypeRepository,
 	)
 
+	lineageHandler := handlers.NewLineageHandler(
+		config.Logger.WithField("reporter", "lineage-handler"),
+		config.LineageProvider,
+	)
+
 	router.PathPrefix("/ping").Handler(handlers.NewHeartbeatHandler())
 	setupTypeRoutes(router, "/v1/types", typeHandler)
 
@@ -36,18 +41,13 @@ func RegisterRoutes(router *mux.Router, config Config) {
 		Methods(http.MethodGet).
 		HandlerFunc(searchHandler.Search)
 
-	// Temporarily disable lineage routes
-	// lineageHandler := handlers.NewLineageHandler(
-	// 	config.Logger.WithField("reporter", "lineage-handler"),
-	// 	config.LineageProvider,
-	// )
-	// router.PathPrefix("/v1/lineage/{type}/{id}").
-	// 	Methods(http.MethodGet).
-	// 	HandlerFunc(lineageHandler.GetLineage)
-
-	// router.PathPrefix("/v1/lineage").
-	// 	Methods(http.MethodGet).
-	// 	HandlerFunc(lineageHandler.ListLineage)
+	router.PathPrefix("/v1/lineage/{type}/{id}").
+		Methods(http.MethodGet).
+		HandlerFunc(lineageHandler.GetLineage)
+
+	router.PathPrefix("/v1/lineage").
+		Methods(http.MethodGet).
+		HandlerFunc(lineageHandler.ListLineage)
 }
 
 func setupTypeRoutes(router *mux.Router, baseURL string, typeHandler *handlers.TypeHandler) {
diff --git a/cmd/serve.go b/cmd/serve.go
index 34ddd1f0..d1413536 100644
--- a/cmd/serve.go
+++ b/cmd/serve.go
@@ -64,6 +64,7 @@ func initRouter(
 	if err != nil {
 		log.Fatalf("error creating searcher: %v", err)
 	}
+
 	lineageService, err := lineage.NewService(typeRepository, recordRepositoryFactory, lineage.Config{
 		RefreshInterval:    config.LineageRefreshIntervalStr,
 		MetricsMonitor:     statsdMonitor,
@@ -72,6 +73,7 @@ func initRouter(
 	if err != nil {
 		log.Fatal(err)
 	}
+	rootLogger.Info("lineage build complete")
 
 	router := mux.NewRouter()
 	if nrMonitor != nil {
diff --git a/lib/mock/mocks.go b/lib/mock/mocks.go
index 58bfb798..76fc909d 100644
--- a/lib/mock/mocks.go
+++ b/lib/mock/mocks.go
@@ -57,6 +57,11 @@ func (repo *RecordRepository) GetAll(ctx context.Context, filter models.RecordFi
 	return args.Get(0).([]models.Record), args.Error(1)
 }
 
+func (repo *RecordRepository) GetAllIterator(ctx context.Context) (models.RecordIterator, error) {
+	args := repo.Called(ctx)
+	return args.Get(0).(models.RecordIterator), args.Error(1)
+}
+
 func (repo *RecordRepository) GetByID(ctx context.Context, id string) (models.Record, error) {
 	args := repo.Called(ctx, id)
 	return args.Get(0).(models.Record), args.Error(1)
@@ -67,6 +72,25 @@ func (repo *RecordRepository) Delete(ctx context.Context, id string) error {
 	return args.Error(0)
 }
 
+type RecordIterator struct {
+	mock.Mock
+}
+
+func (m *RecordIterator) Scan() bool {
+	args := m.Called()
+	return args.Bool(0)
+}
+
+func (m *RecordIterator) Next() []models.Record {
+	args := m.Called()
+	return args.Get(0).([]models.Record)
+}
+
+func (m *RecordIterator) Close() error {
+	args := m.Called()
+	return args.Error(0)
+}
+
 type RecordSearcher struct {
 	mock.Mock
 }
diff --git a/lineage/builder.go b/lineage/builder.go
index 0eabdb04..17f7f756 100644
--- a/lineage/builder.go
+++ b/lineage/builder.go
@@ -105,13 +105,17 @@ func (builder defaultBuilder) populateTypeRecords(ctx context.Context, graph Adj
 	if err != nil {
 		return fmt.Errorf("error obtaing record repository: %w", err)
 	}
-	records, err := recordRepository.GetAll(ctx, models.RecordFilter{})
+
+	recordIter, err := recordRepository.GetAllIterator(ctx)
 	if err != nil {
-		return fmt.Errorf("error reading records for type %q: %w", typ.Name, err)
+		return fmt.Errorf("error getting record iterator: %w", err)
 	}
-	for _, record := range records {
-		if err := builder.addRecord(graph, typ, record, lineageProc); err != nil {
-			return fmt.Errorf("error adding record to graph: %w", err)
+	defer recordIter.Close()
+	for recordIter.Scan() {
+		for _, record := range recordIter.Next() {
+			if err := builder.addRecord(graph, typ, record, lineageProc); err != nil {
+				return fmt.Errorf("error adding record to graph: %w", err)
+			}
 		}
 	}
 	return nil
diff --git a/lineage/builder_test.go b/lineage/builder_test.go
index 48a07654..eed384d4 100644
--- a/lineage/builder_test.go
+++ b/lineage/builder_test.go
@@ -29,8 +29,13 @@ func initialiseRepos(datasets []dataset) (models.TypeRepository, models.RecordRe
 	for _, dataset := range datasets {
 		typ := dataset.Type.Normalise()
 		tr.On("GetByName", typ.Name).Return(typ, nil)
+		recordIterator := new(mock.RecordIterator)
+		recordIterator.On("Scan").Return(true).Once()
+		recordIterator.On("Scan").Return(false).Once()
+		recordIterator.On("Next").Return(dataset.Records)
+		recordIterator.On("Close").Return(nil)
 		recordRepo := new(mock.RecordRepository)
-		recordRepo.On("GetAll", ctx, models.RecordFilter{}).Return(dataset.Records, nil)
+		recordRepo.On("GetAllIterator", ctx).Return(recordIterator, nil)
 		rrf.On("For", typ).Return(recordRepo, nil)
 		typList = append(typList, typ)
 	}
diff --git a/lineage/service.go b/lineage/service.go
index 16d34e76..64e42248 100644
--- a/lineage/service.go
+++ b/lineage/service.go
@@ -3,6 +3,7 @@ package lineage
 import (
 	"context"
 	"fmt"
+	"reflect"
 	"sync"
 	"sync/atomic"
 	"time"
@@ -53,7 +54,6 @@ func (srv *Service) build() {
 	graph, err := srv.builder.Build(ctx, srv.typeRepo, srv.recordRepoFactory)
 	now := srv.timeSource.Now()
 	srv.metricsMonitor.Duration("lineageBuildTime", int(now.Sub(startTime)/time.Millisecond))
-
 	srv.mu.Lock()
 	defer srv.mu.Unlock()
 
@@ -104,11 +104,7 @@ func NewService(er models.TypeRepository, rrf models.RecordRepositoryFactory, co
 		return nil, err
 	}
 
-	// TODO: Find a solution to solve memory issue
-
-	// Temporarily disable building lineage on service creation.
-	// Columbus's memory keeps spiking when app is starting
-	// srv.build()
+	srv.build()
 
 	return srv, nil
 }
@@ -124,11 +120,11 @@ func applyConfig(service *Service, config Config) error {
 	}
 	service.refreshInterval = lineageRefreshInterval
 
-	if config.MetricsMonitor != nil {
+	if !isNilMonitor(config.MetricsMonitor) {
 		service.metricsMonitor = config.MetricsMonitor
 	}
 
-	if config.PerformanceMonitor != nil {
+	if !isNilMonitor(config.PerformanceMonitor) {
 		service.performanceMonitor = config.PerformanceMonitor
 	}
 
@@ -142,3 +138,8 @@ func applyConfig(service *Service, config Config) error {
 
 	return nil
 }
+
+func isNilMonitor(monitor interface{}) bool {
+	v := reflect.ValueOf(monitor)
+	return !v.IsValid() || reflect.DeepEqual(v.Interface(), reflect.Zero(v.Type()).Interface())
+}
diff --git a/models/record.go b/models/record.go
index 75cd69d2..140fcf67 100644
--- a/models/record.go
+++ b/models/record.go
@@ -9,6 +9,12 @@ import (
 // TODO(Aman): add validation for mandatory fields? (landscape for instance)
 type Record = map[string]interface{}
 
+type RecordIterator interface {
+	Scan() bool
+	Next() []Record
+	Close() error
+}
+
 // RecordFilter is a filter intended to be used as a search
 // criteria for operations involving record search
 type RecordFilter = map[string][]string
@@ -22,6 +28,9 @@ type RecordRepository interface {
 	// used for return documents matching the search criteria.
 	GetAll(context.Context, RecordFilter) ([]Record, error)
 
+	// GetAllIterator returns RecordIterator to iterate records by batches
+	GetAllIterator(context.Context) (RecordIterator, error)
+
 	// GetByID returns a record by it's id.
 	// The field that contains this ID is defined by the
 	// type to which this record belongs
diff --git a/store/record_repository.go b/store/record_repository.go
index 2b10549e..fb1b13f9 100644
--- a/store/record_repository.go
+++ b/store/record_repository.go
@@ -11,6 +11,7 @@ import (
 	"time"
 
 	"github.com/elastic/go-elasticsearch/v7"
+	"github.com/elastic/go-elasticsearch/v7/esapi"
 	"github.com/odpf/columbus/models"
 	"github.com/olivere/elastic/v7"
 )
@@ -92,6 +93,41 @@ func (repo *RecordRepository) writeInsertAction(w io.Writer, record models.Recor
 	return json.NewEncoder(w).Encode(action)
 }
 
+func (repo *RecordRepository) GetAllIterator(ctx context.Context) (models.RecordIterator, error) {
+	body, err := repo.getAllQuery(models.RecordFilter{})
+	if err != nil {
+		return nil, fmt.Errorf("error building search query: %w", err)
+	}
+
+	resp, err := repo.cli.Search(
+		repo.cli.Search.WithIndex(repo.recordType.Name),
+		repo.cli.Search.WithBody(body),
+		repo.cli.Search.WithScroll(defaultScrollTimeout),
+		repo.cli.Search.WithSize(defaultScrollBatchSize),
+		repo.cli.Search.WithContext(ctx),
+	)
+	if err != nil {
+		return nil, fmt.Errorf("error executing search: %w", err)
+	}
+	if resp.IsError() {
+		return nil, fmt.Errorf("error response from elasticsearch: %s", errorReasonFromResponse(resp))
+	}
+
+	var response searchResponse
+	err = json.NewDecoder(resp.Body).Decode(&response)
+	if err != nil {
+		return nil, fmt.Errorf("error decoding es response: %w", err)
+	}
+	var results = repo.toRecordList(response)
+	it := recordIterator{
+		resp:     resp,
+		records:  results,
+		scrollID: response.ScrollID,
+		repo:     repo,
+	}
+	return &it, nil
+}
+
 func (repo *RecordRepository) GetAll(ctx context.Context, filters models.RecordFilter) ([]models.Record, error) {
 	// XXX(Aman): we should probably think about result ordering, if the client
 	// is going to slice the data for pagination. Does ES guarantee the result order?
@@ -246,6 +282,35 @@ func (repo *RecordRepository) Delete(ctx context.Context, id string) error {
 	return nil
 }
 
+// recordIterator is the internal implementation of models.RecordIterator by RecordRepository
+type recordIterator struct {
+	resp     *esapi.Response
+	records  []models.Record
+	repo     *RecordRepository
+	scrollID string
+}
+
+func (it *recordIterator) Scan() bool {
+	return len(strings.TrimSpace(it.scrollID)) > 0
+}
+
+func (it *recordIterator) Next() (prev []models.Record) {
+	prev = it.records
+	var err error
+	it.records, it.scrollID, err = it.repo.scrollRecords(context.Background(), it.scrollID)
+	if err != nil {
+		panic("error scrolling results:" + err.Error())
+	}
+	if len(it.records) == 0 {
+		it.scrollID = ""
+	}
+	return
+}
+
+func (it *recordIterator) Close() error {
+	return it.resp.Body.Close()
+}
+
 // RecordRepositoryFactory can be used to construct a RecordRepository
 // for a certain type
 type RecordRepositoryFactory struct {
diff --git a/store/record_repository_test.go b/store/record_repository_test.go
index 6c2623fc..3ad7f985 100644
--- a/store/record_repository_test.go
+++ b/store/record_repository_test.go
@@ -163,6 +163,44 @@ func TestRecordRepository(t *testing.T) {
 		return
 	}
 
+	t.Run("GetAllIterator", func(t *testing.T) {
+		type testCase struct {
+			Description string
+			Filter      models.RecordFilter
+			ResultsFile string
+		}
+
+		t.Run("should return record iterator to iterate records", func(t *testing.T) {
+			expectedResults := []models.Record{}
+			raw, err := ioutil.ReadFile("./testdata/dagger.json")
+			if err != nil {
+				t.Fatalf("error reading results file: %v", err)
+				return
+			}
+			err = json.Unmarshal(raw, &expectedResults)
+			if err != nil {
+				t.Fatalf("error parsing results file: %v", err)
+				return
+			}
+
+			var actualResults []models.Record
+			iterator, err := recordRepo.GetAllIterator(ctx)
+			if err != nil {
+				t.Fatalf("error executing GetAllIterator: %v", err)
+				return
+			}
+			for iterator.Scan() {
+				actualResults = append(actualResults, iterator.Next()...)
+			}
+			iterator.Close()
+
+			if reflect.DeepEqual(expectedResults, actualResults) == false {
+				t.Error(incorrectResultsError(expectedResults, actualResults))
+				return
+			}
+		})
+	})
+
 	t.Run("GetAll", func(t *testing.T) {
 		type testCase struct {
 			Description string