diff --git a/h2o-perf/bench/tests/PCA_airlines/PCA_airlines.cfg b/h2o-perf/bench/tests/PCA_airlines/PCA_airlines.cfg
deleted file mode 100644
index a18e83ced8..0000000000
--- a/h2o-perf/bench/tests/PCA_airlines/PCA_airlines.cfg
+++ /dev/null
@@ -1,14 +0,0 @@
-[H2OBuildInformation]
-aws = False
-remote_hosts = True
-heap_bytes_per_node = 50g
-total_hosts = 1
-total_nodes = 1
-instance_type = none
-nodes_per_host = 1
-
-[Host1]
-ip = 192.168.1.164
-port = 54321
-memory_bytes = 50g
-num_cpus = 32
diff --git a/h2o-perf/bench/tests/PCA_airlines/model.R b/h2o-perf/bench/tests/PCA_airlines/model.R
deleted file mode 100644
index 301f747690..0000000000
--- a/h2o-perf/bench/tests/PCA_airlines/model.R
+++ /dev/null
@@ -1,3 +0,0 @@
-source("../../R/h2oPerf/prologue.R")
-runPCA()
-source("../../R/h2oPerf/epilogue.R")
diff --git a/h2o-perf/bench/tests/PCA_airlines/parse.R b/h2o-perf/bench/tests/PCA_airlines/parse.R
deleted file mode 100644
index dd03691127..0000000000
--- a/h2o-perf/bench/tests/PCA_airlines/parse.R
+++ /dev/null
@@ -1,7 +0,0 @@
-source("../../R/h2oPerf/prologue.R")
-data_source <<- "home-0xdiag-datasets"
-trainData   <<- trainData   <<- "/home/0xdiag/datasets/standard/allyears.csv"
-num_train_rows <<- 123534970
-num_explan_cols <<- 31
-upload.FV("parsed.hex", trainData)
-source("../../R/h2oPerf/epilogue.R")