Ocean color remote sensing entered a new era with the launch of the National Aeronautics and Space Administration (NASA) Coastal Zone Color Scanner in 1978 (C. W. Sullivan et al., 1993). For the first time, maps of phytoplankton biomass (chlorophyll)-a key measurement of marine ecosystems-could be produced from space-based observations, with the potential for daily to interannual observations at ocean basin scales. Regional to global maps of phytoplankton chlorophyll and other products derived from satellite measurements of water-leaving radiance are now accessible to users all over the world and have become an essential tool for the study and analysis of ocean biogeochemistry and ocean ecosystems. For decades, ocean color remote sensing has led to unprecedented scientific understanding in global ocean biology and biogeochemistry (Blondeau-Patissier et al., 2014;Brown et al., 1985;Dickey et al., 2006). However, because previous ocean color measurements have relied solely on passive remote sensing techniques, the data coverage is limited to the uppermost portion of the water column and is unable to resolve the underlying vertical structure (Hostetler et al., 2018;Jamet et al., 2019). Moreover, passive sensors (e.g., the MODerate-resolution Imaging Spectroradiometer, MODIS) only provide ocean color records during daytime. As a result, vast ocean areas in high latitudes during polar nights remain unsampled and places for which data are available typically provide information for only a few months in each calendar year.Estimates of global phytoplankton distributions from a space-based lidar were first demonstrated using measurements from the Cloud-Aerosol Lidar with Orthogonal Polarization (CALIOP) (Behrenfeld et al., 2013). CALIOP is a dual-wavelength (532 and 1,064 nm), polarization sensitive (at 532 nm) elastic backscatter lidar that has been making measurements from the Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observations (CALIPSO) satellite since June 2006(Hunt et al., 2009Winker et al., 2009). Using the CALIOP depolarization ratio measurements at 532 nm together with colocated A-Train measurements, such as Advanced Microwave Scanning Radiometer-Earth observing system (AMSR-E) wind speeds and MODIS diffuse attenuation coefficients (k d , m −1 ), innovative retrieval methods have been developed to translate the CALIOP ocean backscattered signals into ocean optical properties, such as the particulate backscatter coefficient (b bp , m −1 ) (