Lithium metal batteries (LMBs), sodium metal batteries (SMBs), and potassium metal batteries (KMBs) are receiving extensive attention in scientific literature. [1,2] The specific capacity of lithium, sodium, and potassium metal anodes is 3861 − , 1165 − , and 678 mAh g −−1 , which is substantially higher than that of graphite or hard carbons employed for ion battery anodes. For all three metal battery systems, achieving long-term stable and safe metal anode performance would be potentially transformative. However, growth of dendrites is a ubiquitous problem for each system, to date inhibiting wide scale commercial application of LMBs, SMBs, and KMBs in rechargeable cells. [3-6] The well-known risk is that dendrites will penetrate the separator and reach the cathode, resulting in a short circuit, potentially causing thermal runaway, burning, and even explosions. This is largely why Li metal anodes were originally abandoned in favor of graphite. [2,7] Less dramatically, dendrites result in a severe cell impedance increase, pouch swelling, as well as electrolyte drying. [3,8] The science around Li, Na, and K metal anodes is rapidly advancing. It is recognized that the structure of the solid electrolyte interface (SEI) plays a crucial role in determining the cyclability of metal anodes. [4,5] The SEI serves multiple roles, including limiting further side-reactions between the metal and the electrolyte, as well as promoting uniform metal deposition by regulating the solid-state ion flux. An ideal SEI layer has properties along the following: High cation conductance but also high electrical resistance, stable thickness close to a few nanometers, high mechanical toughness (combination of strength and ductility) leading to a tolerance to charginginduced volumetric changes, insolubility in the electrolyte, and stability over a wide range of operating temperatures and voltages. A stable SEI is an accepted prerequisite for safe battery performance, be it with a metal or an ion insertion anode. [6] The characteristics of SEI growth, gradual and uniform versus rapid and heterogeneous, is a key indicator whether or not dendrites form. [9-11] The dominant focus of many reports is on the spatially averaged SEI chemistry. [12,13] However recent progress brings fourth site-specific concepts in the SEI analysis, Anodes for lithium metal batteries, sodium metal batteries, and potassium metal batteries are susceptible to failure due to dendrite growth. This review details the structure-chemistry-performance relations in membranes that stabilize the anodes' solid electrolyte interphase (SEI), allowing for stable electrochemical plating/stripping. Case studies involving Li, Na, and K are presented to illustrate key concepts. "Classical" versus "modern" understandings of the SEI are described, with an emphasis on the new structural insights obtained through novel analytical techniques, including in situ liquid-secondary ion mass spectroscopy, titration gas chromatography, and tip-enhanced Raman spectroscopy. This Review highlights diver...