diff --git a/R/pkg/R/SQLContext.R b/R/pkg/R/SQLContext.R
index f27ef4ee28f16..cf96c658d34d2 100644
--- a/R/pkg/R/SQLContext.R
+++ b/R/pkg/R/SQLContext.R
@@ -166,9 +166,9 @@ writeToFileInArrow <- function(fileName, rdf, numPartitions) {
       for (rdf_slice in rdf_slices) {
         batch <- arrow::record_batch(rdf_slice)
         if (is.null(stream_writer)) {
-          stream <- arrow::FileOutputStream(fileName)
+          stream <- arrow::FileOutputStream$create(fileName)
           schema <- batch$schema
-          stream_writer <- arrow::RecordBatchStreamWriter(stream, schema)
+          stream_writer <- arrow::RecordBatchStreamWriter$create(stream, schema)
         }
 
         stream_writer$write_batch(batch)
diff --git a/R/pkg/R/deserialize.R b/R/pkg/R/deserialize.R
index a6febb1cbd132..ca4a6e342d772 100644
--- a/R/pkg/R/deserialize.R
+++ b/R/pkg/R/deserialize.R
@@ -242,7 +242,7 @@ readDeserializeInArrow <- function(inputCon) {
     # for now.
     dataLen <- readInt(inputCon)
     arrowData <- readBin(inputCon, raw(), as.integer(dataLen), endian = "big")
-    batches <- arrow::RecordBatchStreamReader(arrowData)$batches()
+    batches <- arrow::RecordBatchStreamReader$create(arrowData)$batches()
 
     if (useAsTibble) {
       as_tibble <- get("as_tibble", envir = asNamespace("arrow"))
diff --git a/appveyor.yml b/appveyor.yml
index b36175a787ae9..c3baa1f82a399 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -42,10 +42,8 @@ install:
   # Install maven and dependencies
   - ps: .\dev\appveyor-install-dependencies.ps1
   # Required package for R unit tests
-  - cmd: R -e "install.packages(c('knitr', 'rmarkdown', 'e1071', 'survival'), repos='https://cloud.r-project.org/')"
-  # Use Arrow R 0.14.1 for now. 0.15.0 seems not working for now. See SPARK-29378.
+  - cmd: R -e "install.packages(c('knitr', 'rmarkdown', 'e1071', 'survival', 'arrow'), repos='https://cloud.r-project.org/')"
   - cmd: R -e "install.packages(c('assertthat', 'bit64', 'fs', 'purrr', 'R6', 'tidyselect'), repos='https://cloud.r-project.org/')"
-  - cmd: R -e "install.packages('https://cran.r-project.org/src/contrib/Archive/arrow/arrow_0.14.1.tar.gz', repos=NULL, type='source')"
   # Here, we use the fixed version of testthat. For more details, please see SPARK-22817.
   # As of devtools 2.1.0, it requires testthat higher then 2.1.1 as a dependency. SparkR test requires testthat 1.0.2.
   # Therefore, we don't use devtools but installs it directly from the archive including its dependencies.